curriculum vitae personal information - … · ... mohd saberi bin tan ah chik @ mohamad ... n.n.a....

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CURRICULUM VITAE

PERSONAL INFORMATION

Name : Assoc Prof. Dr. Siti Zaiton Mohd Hashim,

Address : Department of Computer Science,

Faculty of Computing,

University of Technology Malaysia,

Skudai, 81310 Johor, Malaysia

Telephone No. : 07-5538771

Email : [email protected]

Homepage : se.fsksm.utm.my/sitizaiton/ (old website)

comp.utm.my/sitizaiton (new website)

EDUCATION

Jan 2005 Ph.D. (Soft Computing/Control), The University of Sheffield, UK.

„Intelligent Framework for Modeling and Active Vibration Control of

Flexible Structures‟

Oct 1996 Master of Science in Computing, University of Bradford, UK.

Jan 1990 Bachelor of Science in Computer Science, University of Hartford, USA.

WORKING EXPERIENCE

May 1995 – Present Lecturer, Department of Computer Science, Faculty of Computing,

UTM.

Appointment as lecturer: 7/12/1996

Confirmation as lecturer: 7/12/1999

Assoc. Professor, Dr: 2009

Deputy Dean ( Academic) 2012

Jun 1992 – May 1996 Matriculation teacher, Matriculation Centre, International Islamic

University, Lembah Pantai, KL.

March 1991 - May 1992 Research Assistant, Medical Research Centre of Ministry of Health,

Jalan Bangsar, KL.

RESEARCH INTEREST

Soft Computing techniques and applications

System Development and Intelligent System

RESEARCH ACTIVITIES

16 years of experience

mailto:[email protected]

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Project involved:

1. Topic : CD-ROM : Introduction to Computers

Position : Researcher (Short Term Project, UTM, 1997 –1998, Completed, RM20,000)

Product : A CD-ROM on Introduction to Computers (Using Multimedia technology)

2. Topic : Learning Al-Quran: Multimedia Approach

Position : Researcher (1997 until May 1998), Vote RMC 71185

Product : A CD-ROM on Learning Al-Quran (using Multimedia technology)

3. Topic : Specification of Mathematical Computing System (A CAD Approach)

Position : Researcher (Short Term Project Vote 71348, UTM, 1997 –1998, Completed, RM20000)

Product : Specification and Prototype of Mathematical Computing System.

4. Topic : A CAD Approach in Developing Mathematical Modules on Mathematical Computing

System

Position: Project Leader (Short Term Project, UTM, July 1998 – August 2000, Vot 71348,

Completed)

Product: Module and Courseware for learning mathematics in tertiary education.

5. Topic : Application of AI techniques for development of Student model for Adaptive

Hypermedia Learning System on Distributed Environment

Position: Researcher (IRPA, Vot 72282, Jan 2000-Oct 2000),

Project Leader (Oct 2000-Feb 2001, Completed)

Product: Prototype of Student Model in adaptive learning.

6. Topic : Adaptive Software Architecture for Radio Frequency Identification (RFID) Middleware

Position: Project Leader (e-science grant- Project Vote 79103, RM163, 397, Dec 2006– May 2008)

Members: Wan Nasir Wan Kadir

Main Contribution (Expected): Dynamic adaptation technique that allows the software to be self-

adaptive or self-healing against the run-time hardware

configuration changes.

7. Topic: Development and Evaluation of Reusable RFID Software Components

MOSTI-ScienceFund Grant, Vote No 79104

Position: Researcher [ Dec 2006 – Mei 2008 ]

Member: Dr Wan Nasir (Project Leader)

8. Topic : Human Memory System as Artificial Life for Web Browser Caching (E-Science 01-01-

06-SF0501) 2008

Position: Researcher (RM142,000,2008)

9. Topic : Development of An Integrated Adaptive Web Caching and Prefetching (Pre-Caching) in

Mobile Application (E-Science 01-01-06-SF0529)

Position: Researcher (2007-2008)

10. Topic : The Development of Classification Tool Using Intelligent Techniques for Cancer Disease

Classification from Microarray Gene Expression Data

Position: Researcher (e-science grant- Project No. 01-01-06-SF0035, RM195,396.00, Dec 2006–

May 2008)

Members: Mohd Saberi Bin Tan Ah Chik @ Mohamad(Leader), Safaai bin Deris, Siti Zaiton

Mohd Hashim, Zalmiyah binti Zakaria, Muhamad Razib bin Othman

Main Contribution (Expected): Software tool to classify Microarray Gene Expression Data for

Cancer disease identification

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11. Topic : Optimal Pruning Algorithm For Automated Fuzzy Rules Generation

Position: Project Leader (FRGS grant-vot 78257, RM100,000 Sept 2007– July 2009-Feb 2010)

Members: Siti Mariyam Hj Shamsuddin, Norazah Yusof, Mohd Saberi Bin Tan Ah Chik @

Mohamad

Main Contribution (Expected): A new algorithm on fuzzy rules generation in improving decision

making.

12. Title: Hybrid Uncertainty Approach in Handling Discernibility Conditionals and Consequents

attributes

Position: Researcher (FRGS grant-vot 78236, RM86,000 Sept 2007-July 2009)

Members: Dr Norazah Yusof (Leader)

13. Project Leader (2 Dis 09-31 Nov 2010) & Researcher(1 Dis 08- 1 Dis 09) , Iterative Nearest

Neighbour Based Clustering For Crime Patterns Identification, RM123,800.00, SCIENCE

FUND-vot 79332, 1 Dis 2008- 31 Nov 2010

14. Project Leader (26 Nov09-31 Oct 2010) & Researcher(1Nov08-25 nov09), The Analysis of

Dimensionality Reduction in Kernal Density Estimation for Microarray DNA Clustering, FRGS

Grant-vot 78373,RM64,000.00,1 Nov 2008- 31 Okt 2010

15. Project Leader, „Optimized Software Test Case Generation with Hybrid Soft Computing‟,

Institutional Grant (UTM), vote 77329 (Sub Code: RJ13000077283T130), RM20,000.00, 18

months June 2010-now

16. Researcher, “Affine-Based Time-Scale Universal Wireless Channel Simulator For Stationary And

Nonstationary Propagation Channels”, University Grant, 1 April 2011-Now.

17. Researcher, “Policy-Based Managers Coordination For An Adaptive Architectural Framework”,

University Grant. 1 April 2011-Now

18. Researcher, “A Modified Multi-Objective Genetic Algorithm for estimating optimal solutions of

machining parameters”, University Grant. 1 April 2011-Now

19. Project Leader ,„Robust Identification of Abnormalities in Diabetic Retinopathy Images Based on

Landmark Features Using Soft Computing Techniques‟, RU Grant, Tier 1, Vote:

QJ130000.7128.01H12, 24 months, RM131,00, Oct 2010-March 2012.

20. Project Leader ,„ Intelligent Timber Surface Defect Detection, RU Grant, Tier 1, Vote:

QJ130000.7128.01H12, 24 months, RM80,00, April 2014-Now.

TEACHING EXPERIENCE

1. Introduction to Programming

2. C Basic Programming (DCP 2073)

3. Programming Technique I (Pascal)

4. Programming Technique II (C DCP 1123)

5. Data Structures and Algorithms

6. Introduction To Computers

7. Software Engineering (SCP 3073)

8. Concept of Programming Languages

9. Computational Intelligence (SCP 4243) [Sem I 09/10]

10. Advanced Artificial Intelligence (MCC 1513)[Sem II 06/07][ Sem II 07/08]

11. Artificial Intelligence (MCP 0053) [Sem I 06/07, Sem I 07/08], [Sem I 09/10][Sem 2 09/10]

12. Artificial Intelligence ( SCK 2263/SCJ 3553)[Sem II 06/07][ Sem 1 07/08][ Sem I 08/09]

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13. Artificial Intelligence (SCK 2263/ SCJ 3553)[Sem II 06/07][Sem I 07/08][Sem I 08/09 ]

[Sem 2 09/10]

14. Undergraduate Project Seminar (SCU3032)[Sem II 07/08]

15. Artifical Intelligence (SCJ 3553) [Sem I 09/10]

16. Advanced Artificial Intelligence (MCC 1513) [Sem II 09/10][Sem II 2011/2012]

17. Computational Intelligence (SCJ 4553) [Sem 2 10/11][ Sem 1 11/12]

18. Advanced Artificial Intelligence(MCC 1513)[Sem 1 10/11]

19. Research Methodology (MCS1180-120 SLT)[Sem II 10/11]

20. Software Engineering (SCJ 3213)[Sem II 11/12]

21. Disertasi (MCS1180)[ Sem 2 10/11]

PUBLICATION

Journals: International

1. Mortaza Zolfpour-Arokhlo; Ali Selamat; Siti Zaiton Mohd Hashim; Hossein Afkhami (2014),

Modeling of route planning system based on Q value-based dynamic programming with multi-

agent reinforcement learning algorithms,.Engineering Applications of Artificial Intelligence, Vol

29, pp 163-177.

2. Narjeskhatoon Habibi; Mohd Razip Samian; Siti Zaiton Mohd Hashim; Alireza Norouzi, (2014)

EcoliOverExpressionDB: A database of recombinant protein overexpression in E. coli, Protein

Expression and Purification, Vol 95, pp 92-95

3. Abdul Syukor Mohamad Jaya; Siti Zaiton Mohd Hashim; Habibollah Haron; Muhd. Razali

Muhamad; Abd Samad Hasan Basari; Md. Nizam Abd. Rahman, (2014) Modeling of TiN coating

thickness using RSM approach ,Key Engineering Materials, Vol 594, pp 556-560.

4. Sultan Noman Qasem; Siti Mariyam Shamsuddin; Siti Zaiton Mohd Hashim; Maslina Darus;

Eiman Al-Shammari Corrigendum, (2014) Memetic multiobjective particle swarm optimization-

based radial basis function network for classification problems, Information Sciences ,Vol 239 pp

165-190

5. Mortaza Zolfpour-Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim (2013) Route planning model

of multi-Agent system for a supply chain management. Expert Systems with Applications, Vol

40(5). (Impact Factor: 1.854)

6. Aina Musdholifah and Siti Zaiton Mohd Hashim (2013), Triangular kernel nearest-neighbor-

based clustering algorithm for discovering true clusters. Lecture Notes in Computer Science

(including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics),

Vol. 7769, pp 124-140.

7. Vahid Khatibi Bardsiri, Dayang Norhayati Abang Jawawi, Siti Zaiton Mohd Hashim and Elham

Khatibi (2013). , A PSO-based model to increase the accuracy of software development effort

estimation. Empirical Software Engineering, Vol 21(3) pp 501-526

8. Norfadzlan Yusup, Arezoo Sarkheyli,Azlan Mohd Zain,Siti Zaiton Mohd Hashim, Norafida

Ithnin (2013). Estimation of optimal machining control parameters using artificial bee colony. Journal of Intelligent Manufacturing.

9. Falah Y. H. Ahmed, Siti Mariyam Shamsuddin, and Siti Zaiton Mohd Hashim (2013), Improved

SpikeProp for Using Particle Swarm Optimization. Mathematical Problems in Engineering, Vol.

2013, pp 1-13 (Impact Factor:1.833).

10. Sultan Noman Qasem, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Maslina Darus,

Eiman Al-Shammari (2013), Memetic multiobjective particle swarm optimization-based radial

basis function network for classification problems. Information Sciences, Vol 239(1), pp165-190

(Impact Factor:3.643)

11. Vahid Khatibi Bardsiri, Dayang Norhayati Abang Jawawi, Siti Zaiton Mohd Hashim and Elham

Khatibi (2013). A Flexible Method to Estimate the Software Development Effort Based on the

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Classification of Projects and Localization of Comparisons. Empirical Software Engineering, In

Press (Springer, Impact Factor: 1.85).

12. Abdul Syukor Mohamad Jaya, Siti Zaiton Mohd Hashim, Habibollah Haron, Muhd. Razali

Muhamad, Md. Nizam Abd. Rahman, Abd. Samad Hasan Basari (2012). Predictive Modeling of

TiN Coating Roughness . Advanced Materials Research Vol. 626 (2013) pp 219-223.

13. Norfadzlan Yusup, Azlan Mohd Zain, Siti Zaiton Mohd Hashim (2012). Evolutionary techniques

in optimizing machining parameters: Review and recent applications (2007–2011). Expert

Systems with Applications Vol. 39(2012) pp 9909–9927. (Elselvier, Impact Factor: 2.203)

14. M.F. Misman, M.S. Mohamad, S. Deris, S.Z.M. Hashim, N. Leham, Z. Ibrahim. (2012).A Tuning

Parameter Selector Method for the gSVM-SCAD in Determining Significant Genes and Biological

Pathways. Vol 6, No.4, pp. 851-856.ICIC Express Letters. ICIC International. Indexed by

SCOPUS.

15. Seyed Ali Mirjalili and Siti Zaiton Mohd Hashim (2012). BMOA: Binary Magnetic Optimization

Algorithm.International Journal of Machine Learning and Computing, Vol.2(3): 204-208 ISSN:

2010-3700.

16. N.N.A. Sjarif; S.M. Shamsuddin; S.Z. Hashim, (2012) Detection of abnormal behaviors in crowd

scene: A review. International Journal of Advances in Soft Computing and its Applications. Vol

4(2).

17. Reza Firsandaya Malik, Tharek Abdul Rahman, Razali Ngah, Siti Zaiton Mohd

Hashim (2012). The New Multipoint Relays Selection in OLSR using Particle Swarm

Optimization. Journal Telkomnika Indonesian, Journal of Electrical Engineering, 10(2): In Press.

18. Mortaza Zolfpour-Arokhlo, Ali Selamat, Siti Zaiton Hashim, Route Planning Model of Multi-

agent System for a Supply Chain Management, Expert Systems with Applications, An

International Journal, ESWA-D-12-02105, Elsevier, (accepted 27 August 2012), (Impact Factor:

2.203)

19. Mortaza Zolfpour-Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim. (2012) Route Guidance

System Based on Self-Adaptive Algorithm, Journal of the Communications in Computer and

Information Science series., Springer, KTW 2011, CCIS 295, pp. 244–253.

20. Adel A. A. Ssaed, Wan M. N. Wan Kadir and Siti Zaiton Mohd Hashim, (2012) Cost Benefits

Maximization Using Discount Cost Function for Embedded System Architecture Optimization,

International Journal of Software Engineering and Its Applications, Vol. 6, No. 4, p.p. 47-68

21. Adel A. A. Ssaed, Wan M. N. Wan Kadir and Hashim, M. S. Z, (2012) Metaheuristic Search

Approach Based on In-house/Out-sourced Strategy to Solve Redundancy Allocation Problem in

Component-Based Software Systems, International Journal of Software Engineering and Its

Applications, Vol. 6, No. 4, p.p. 143-154

22. Seyed Ali Mirjalili, Siti Zaiton Mohd Hashim and Hossein Moradian Sardroudi (2012). Training

Feedforward Neural Networks Using Hybrid Particle Swarm Optimization and Gravitational

Search Algorithm. International Journal of Applied Mathematics and Computation, 218(21): In

Press. (ISI and Scopus indexed, IF:1.534)

23. Khatibi.B, Vahid, Dayang N. A. Jawawi, Siti Zaiton Mohd Hashim and Elham Khatibi (2012). A

PSO-Based Model to Increase the Accuracy of Software Development Effort Estimation, Software

Quality Journal. (Springer Publication, ISI Indexed, IF:0.41).

24. Khatibi.B, Vahid, Dayang N. A. Jawawi, Siti Zaiton Mohd Hashim and Elham Khatibi

(2012). Increasing the Accuracy of Software Development Effort Estimation Using Projects

Clustering. IET Software, vol. 6, pp. 461-473. (ISI and Scopus indexed, IF:0.32).

25. Seyed Reza Shahamiri, Wan M. N. Wan-Kadir, Suhaimi Ibrahim and Siti Zaiton Mohd

Hashim (2012), Artificial Neural Networks As Multi-Networks Automated Test Oracle,

Automated Software Engineering: Volume 19, Issue 3, Page 303-334.

26. Abdul Syukor Mohamad Jaya, Mohd Razali Muhamad, Md. Nizam Abd Rahman and Siti Zaiton

Mohd. Hashim(2012). Application of Fuzzy Rule-based Model to Predict TiAIN Coatings

Roughness. Applied Mechanics and Materials Vols. 110-116 (2012) pp 1072-1079.

http://se.fsksm.utm.my/sitizaiton/images/notes/Predictive%20Modeling%20of%20TiN%20Coating%20Roughness.pdf



http://www.ijmlc.org/papers/114-CL066.pdf




http://journal.uad.ac.id/index.php/TELKOMNIKA/article/view/10



http://www.sciencedirect.com/science/article/pii/S0957417412010019


http://link.springer.com/chapter/10.1007/978-3-642-32826-8_25?null







http://www.springerlink.com/content/e202vjm443g7jr2x/

http://se.fsksm.utm.my/sitizaiton/images/notes/Application%20of%20Fuzzy%20Rule-Based%20Model%20to%20Predict%20TiAlN%20Coatings.pdf

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27. Khatibi.B, Vahid, Dayang Norhayati Abang Jawawi and Siti Zaiton Mohd

Hashim (2011). Neural Networks for Accurate Estimation of Software Metrics. International

Journal of Advancements in Computing Technology 3(10): 54-66. (Scopus indexed)

28. Khatibi.B, Vahid, Dayang N.A. Jawawi, Siti Zaiton Mohd Hashim and Elham Khatibi (2011). A

Hybrid Method For Increasing The Accuracy Of Software Development Effort

Estimation . Scientific Research and Essays 6(30): 6382-6392.(ISI and Scopus indexed, IF:0.44).

29. Haswadi Hasan; Habibollah Haron; Siti Zaiton Mohd Hashim (2011). Heuristic algorithm to

generate modified freeman chain code from thinned binary image. Australian Journal of Basic and

Applied Sciences. Vol 5(11), pp752-762.

30. Abdul Syukor Mohamad Jaya; Abd Samad Hasan Basari; Siti Zaiton Mohd Hashim; Habibollah

Haron; Muhd. Razali Muhamad; Md. Nizam Abd Rahman (2011). Application of ANFIS in

predicting of TiAlN coatings hardness. Australian Journal of Basic and Applied Sciences. Vol

5(9), pp 1647-1657.

31. Khatibi.B, Vahid, Dayang Norhayati Abang Jawawi, Siti Zaiton Mohd Hashim and Elham

Khatibi (2011). A New Fuzzy Clustering Based Method to Increase the Accuracy of Software

Development Effort Estimation. World Applied Sciences Journal 14(9): 1265-1275. (ISI and

Scopus indexed).

32. Muhammad Faiz Misman, Mohd Saberi Mohamad, Safaai Deris, Siti Zaiton Mohd

Hashim, NurDyana Leham and Zuwairie Ibrahim (2011), A Tuning Parameter Selector Method

For The GSVM-SCAD In Determining Significant Genes And Biological Pathway. International

Journal of Innovative Computing, Information and Control (IJICIC) 6(4): 851-856.

33. Abdul Syukor Mohamad Jaya, Abd Samad Hasan Basari, Siti Zaiton Mohd. Hashim, Habibollah

Haron, Muhd. Razali Muhamad and Md. Nizam Abd Rahman (2011). Application of ANFIS in in

Predicting of TiAIN Coatings Hardness. Australian Jounal of Basic and Applied Sciences, 5(9):

1647-1657, 2011.

34. Mortaza Zolfpour Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim, Md Hafiz Selamat

(2011). Multi-agent Reinforcement Learning for Route Guidance System, International Journal of

Advancements in Computing Technology Volume 3, Number 6, July 2011, pp. 1-5 (IEEE indexed)

35. Mortaza Zolfpour Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim and Md Hafiz Selamat, Route

Guidance System Based on Self Adaptive Multiagent Algorithm, Computational Collective

Intelligence, Technologies and Applications Lecture Notes in Computer Science, 2011, LNCS

6923 6923/2011, 90-99, Springer.

36. Seyed Reza Shahamiri, Wan M.N Wan-Kadir, Suhaimi Ibrahim, Siti Zaiton Mohd Hashim. An

Automated Framework For Software Test Oracle, Elsevier- Information and Software Technology

53(7), pp. 774-788, (IF: 1.8).

37. Muhammad Faiz Misman, Safaai Deris, Mohd Saberi Mohamad and Siti Zaiton Mohd

Hashim, Pathway-Based Microarray Analysis Using a Hybrid SVM and Somoothly Clipped

Absolute Deviation for Defining Significant Phenotypes Related Genes and Biological

Pathways, Journal of Innovative Computing, Information and Control (ICIC-ELB), Jan 2011.

38. Khaled Mohammed Bin Abdl and Siti Zaiton Mohd Hashim (2010), Swarm-Based Feature

Selection for Handwriting Identification, Journal of Computer Science 6 (1): 80-86, 2010, ISSN

1549-3636, Science Publications.

39. Zahra Beheshti; and Siti Zaiton Mohd Hashim, (2010) A review of emotional learning and it's

utilization in control engineering. International Journal of Advances in Soft Computing and its

Applications. Vol 2(2), pp 191-208.

40. Maheyzah, M. S., Mohd Aizaini, M., and Siti Zaiton, M. H. (2009). A Hybrid Intelligent

Approach for Automated Alert Clustering and Filtering in Intrusion Alert Analysis. Int. Journal in

Computer Theory and Engineering (IJCTE), Dec 2009.

41. Maheyzah, M. S., Mohd Aizaini, M., and Siti Zaiton, M. H. (2009). Intelligent Alert Clustering

Model for Network Intrusion Analysis.Int. Jurnal in Advances Soft Computing and Its

Applications (IJASCA), Vol. 1, No. 1, July 2009, ISSN 2074-8523. pp. 33 - 48.

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42. Mohamad Ashari Alias, Siti Zaiton Mohd Hashim, Supiah Samsudin (2009), Using Fuzzy

Analytic Hierarchy Process for Southern Johor River Ranking, Int. J. Advance. Soft Comput.

Appl., Vol. 1, No. 1, July 2009, ISSN 2074-8523,pp 62-76.

43. Siti Nurmaini, Siti Zaiton Mohd Hashim, Dayang Norhayati Abang Jawawi(2009), Modular

Weightless Neural Network Architecture for Intelligent Navigation, Int. J. Advance. Soft Comput.

Appl., Vol. 1, No. 1, July 2009, ISSN 2074-8523; pp1-18.

44. Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Maslina Darus and Ana Salwa Shafie

(2008), Study on Three-Term BackPropagation MLP, International Journal of Mathematics &

Applications, Vol 1, No 1(June 2008), pp 9-25

45. M. O. Tokhi, M. Z. Md Zain, M. S. Alam, F. M. Aldebrez, S. Z. Mohd Hashim and I. Z. Mat

Darus (2008). Genetic algorithm optimisation for control system design of flexible

structures. Special Issue on Cybernetic Systems; Fuzzy, Neural and Evolutionary Computing

Approach. ISSN: 0334-1860

46. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Ajith

Abraham(2007). Forecasting Time Series Data Using Hybrid Grey Relational Artificial NN and

Auto-Regressive Integrated Moving Average Model. Neural Network World 6/07, 573-

605, December 15, 2007

47. Reza Firsandaya Malik, Tharek Abdul Rahman, Siti Zaiton Mohd. Hashim, and Razali

Ngah(2007). New Particle Swarm Optimizer with Sigmoid Increasing Inertia Weight. International

Journal of Computer Science and Security (IJCSS), ISSN: 1985-1533

48. Mohd Hashim, S. Z. and Tokhi, M. O. (2004). Genetic modelling and simulation of flexible

structures. Studies in Informatics and Control, 13, (4) pp 253-264, December 2004.

49. Norazah Yusof, Siti Mariyam Shamsuddin, Nor Bahiah Hj Ahmad, Siti Zaiton Mohd Hashim,

Paridah Samsuri,Neural Network Application on Knowledge Acquisition For Adaptive

Hypermedia Learning, Chiang Mai Journal Science, Jun 2001, (3), pp 33-45.

Journals: Local

1. Narjeskhatoon Habibi, Siti Zaiton Mohd Hashim, Cesar A. Rodriguez, Mohd Razip Samian

(2013), A review of CADs, languages and data models for synthetic biology, Jurnal Teknologi

(Sciences and Engineering) pp. 88-98.

2. Maheyzah Md. Siraj, Mohd Aizaini Maarof, Siti Zaiton Mohd Hashim (2010), Performance of

the Levenberg-Marquardt Neural Network Training Method in Alert Correlation, submitted to

International Journal of Innovative Computing, June 2010.

3. Maheyzah, M. S. and Siti Zaiton, M. H. (2008), Network Intrusion Alert Correlation Challenges

and Techniques. Jurnal Teknologi Maklumat, Disember, Universiti Teknologi Malaysia: FSKSM,

20(2), pp. 12-36.

4. M. Ashari, A., S. Zaiton M.H., Supiah, S. (2008). Multi Criteria Decision Making and Its

Applications- A Review, Jurnal Teknologi Maklumat, 20(2) 2008, 129-152, Fakulti Sains

Komputer dan Sistem Maklumat, Universiti Teknologi Malaysia.

5. Shamsuddin, S. M., Mohd Hashim, S.Z., Ghazali R. and Abu Bakar, A. (2006), Rangkaian Suap

Balik Elman Bagi Peramalan Harga Rumah. Journal of Advancing Management Studies

(JAIMS), Jilid 13, No. 2, pg. 217-230, Disember 2006.

6. Norazah Yusof, Nor Bahiah Hj Ahmad, Siti Zaiton Mohd Hashim,Paridah Samsuri

(2000), Pengkelasan Tahap Pengetahuan Pelajar Secara Pembelajaran Adaptif Berteknologikan

Hipermedia: satu Pendekatan Rangkaian Neural. Jurnal Teknologi Maklumat, Dis 2000, pp 52-

65.

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Proceedings: International

1. Chollette C. Chude-Olisah; Ghazali Sulong; Uche A. K. Chude-Okonkwo; Siti Z. M. Hashim

(2013), Illumination normalization for edge-based face recognition using the fusion of RGB

normalization and gamma correction, IEEE ICSIPA 2013 - IEEE International Conference on

Signal and Image Processing Applications. pp 412-416.

2. Jaya, A.S.M., S.Z.M. Hashim, H.Harun, R. Ngah, M.R. Muhamad, M.N.A. Rahman,

(2013) Modeling of ANFIS in predicting TiN coatings roughness. 2013 5th International

Conference on Computer Science and Information Technology, CSIT 2013. Indexed by IEEE.

3. Musdholifah, A., S.Z.M. Hashim, and R. Ngah, (2013) Robust Local Triangular Kernel density-

based clustering for high-dimensional data2013 5th International Conference on Computer

Science and Information Technology, CSIT 2013, Indexed by IEEE

4. Musdholifah, A., S.Z.M. Hashim, and R. Ngah, (2012) Hybrid PCA-ILGC clustering approach

for high dimensional data. International Conference in Systems, Man, and Cybernetics (SMC),

Indexed by IEEE

5. Jaya, A.S.M., S.Z.M. Hashim, H.Harun, M.R. Muhamad, M.N.A. Rahman, (2012) Fuzzy rule-

based model to estimate surface roughness and wear in hard coatings. International Conference in

Systems, Man, and Cybernetics (SMC), Indexed by IEEE.

6. Norfadzlan Yusup, Azlan Mohd Zain, Siti Zaiton Mohd Hashim (2012). Overview of PSO for

Optimizing Process Parameters of Machining. Procedia Engineering 29 (2012) pp 914 – 923.

7. Siraj, M. M, Maarof, M. A. and Hashim, M. S. Z. (2012). Classifying Security Alerts from

Multiple Sensors Based on Hybrid Approach. Proceeding of The International Conference on

Informatics and Applications (ICIA12), Kuala Terengganu, Malaysia. 174-181.

8. Siraj, M. M, Maarof, M. A. and Hashim, M. S. Z. (2012). Integrated Alert Correlation Approach

Based on PCA and Levenberg-Marquardt Backpropagation Neural Network. Elsevier's Procedia

Engineering. In Press.

9. Zakaria A. Hamed, S.Z.M. Hashim, (2012). Hybrid PSO-Black Stork Foraging for Functional

Nueral Fuzzy Network Learning Enchancement .2012 IEEE International Conference on System,

Man, and Cybernatics. Seoul, Korea, 14-17z Oct 2012, pp. 1339-1344, (IEEE indexed)

10. M.F. Hashim, S.Z.M. Hashim, H. Haron (2012). Comparison of Clinical and Textural Approach

for Diabetic Retinopathy Grading. 2012 IEEE International Conference on Control System,

Computing and Engineering. Penang, Malaysia, 23-25 Nov 2012, pp. 313-318, (IEEE indexed)

11. Nilam Nur Amir Sjarif; Siti Mariyam Shamsuddin; Siti Zaiton Mohd Hashim, (2012) A

framework of multi-objective particle swarm optimization in motion segmentation problem, 2nd

International Conference on Digital Information and Communication Technology and its

Applications, DICTAP 2012. pp 93-98.

12. B. Faiza; S.S. Yuhaniz; S.Z. Mohd Hashim; A.K. Kalema, (2012) Detecting floods using an

object based change detection approach. 2012 International Conference on Computer and

Communication Engineering, ICCCE 2012, pp 44-50.

13. Narjeskhatoon Habibi; Siti Zaiton Mohd Hashim; Cesar A. Rodriguez; Mohd Saberi Bin

Mohamad; Safaai Bin Deris, (2012) The emerging field of synthetic biology: A review. ICIAS

2012 - 2012 4th International Conference on Intelligent and Advanced Systems: A Conference of

World Engineering, Science and Technology Congress (ESTCON) - Conference Proceedings. pp

160-164.

14. A.S.M. Jaya, M.R. Muhamad, M.N.A. Rahman, Z.A.F.M. Napiah, S.Z.M. Hashim, H. Haron

(2011). Hybrid RSM-Fuzzy Modeling For Hardness Prediction Of Tiain Coatings. 11th

International Conference on Intelligent Systems Design and Applications. Cordoda 22-24 Nov

2011, pp. 313-318, (IEEE indexed)

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15. A.S.H. Basari; A.S.M. Jaya; M.R. Muhamad; M.N.A. Rahman; S.Z.M. Hashim; H. Haron, (2011)

Application of ANFIS in predicting TiAlN coatings flank wear. Proceedings - CIMSim 2011: 3rd

International Conference on Computational Intelligence, Modelling and Simulation.

16. Ali Selamat; Mortaza Zolfpour-Arokhlo; Siti Zaiton Hashim; Md. Hafiz Selamat, (2011) A fast

path planning algorithm for route guidance system. Conference Proceedings - IEEE International

Conference on Systems, Man and Cybernetics, pp 2773-2778.

17. Mortaza Zolfpour-Arokhlo; Ali Selamat; Siti Zaiton Mohd Hashim(2011).Self-adaptive and

multi-agent reinforcement learning in route guidance system. 2011 5th Malaysian Conference in

Software Engineering, MySEC 2011. pp 383-387.

18. Siti Fadzilah Mat Noor; Norazah Yusof; Siti Zaiton Mohd Hashim, (2011) Creating granular

learning object towards reusability of Learning Object in E-Learning Context, Proceedings of the

2011 International Conference on Electrical Engineering and Informatics, ICEEI 2011. pp 6021-

645.

19. Nilam Nur Amir Sjarif; Siti Mariyam Shamsuddin; Siti Zaiton Mohd Hashim; Siti Sophiayati

Yuhaniz, (2011) Crowd analysis and its applications. Communications in Computer and

Information Science. CCIS(PART 1), pp 687-697.

20. Afnizanfaizal Abdullah; Safaai Deris; Siti Zaiton Mohd Hashim; Mohd Saberi Mohamad; Satya

Nanda Vel Arjunan, (2011) An improved local best searching in particle swarm optimization

using differential evolution. Proceedings of the 2011 11th International Conference on Hybrid

Intelligent Systems, HIS 2011, pp115-120.

21. Narjeskhatoon Habibi, Siti Zaiton Mohd Hashim, Cesar A. Rodriguez, Mohd Saberi Bin

Mohamad, and Safaai Bin Deris. (2011) The Emerging Field of Synthetic Biology: a

Review. ICIAS2011. pp 1-5.

22. Mortaza Zolfpour Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim and Md Hafiz Selamat

(2011). A Fast Path Planning Algorithm for Route Guidance System. 2011 IEEE International

Conference on Systems Man, and Cybernetics, 9-12 October 2011, Anchorage, Alaska, pp. 2773-

2778, (IEEE indexed).

23. Mortaza Zolfpour Arokhlo, Ali Selamat and Siti Zaiton Mohd Hashim (2011), Route Guidance

System Using Multi-Agent Reinforcement Learning. 7th International Conference on IT in Asia

(CITA 2011), SARAWAK, Malaysia,12 July 2011, pp. 1-5, (IEEE indexed).

24. A.S.H. Basari, A.S.M. Jaya, M.R. Muhamad, M.N.A. Rahman, S.Z.M. Hashim, H. Haron

(2011), Application Of ANFIS In Predicting Tiain Coatings Flank Wear, 2011 Third International

Conference on Computational Intelligence, Modelling & Simulation, pp. 57-62, (IEEE indexed).

25. Reza Firsandaya Malik, Siti Zaiton Mohd Hashim, Tharek Abdul Rahman,,Razali Ngah

(2011), The Multipoint Relays Selection using Particle Swarm Optimization in OLSR for File

Transfer Protocol Application, 7th Jordanian International Electrical and Electronics Engineering

Conference (JIEEEC 2011), 11 - 14 April 2011, Amman Jordan.

26. Abdul Syukor Mohamad Jaya, Mohd Razali Muhammad, Siti Zaiton Mohd Hashim and Md

Nizam Abd Rahman (2011), Application Of Fuzzy-Based Model To Predict Tiain Coatings

Roughness, 2011 2nd International Conference on Mechanical, Industrial and Manufacturing

Technologies (MIMT 2011), Singapore, 27-28 Feb 2011, pp. 1072-1079.

27. Muhammad Faiz Misman; Safaai Deris; Mohd Saberi Mohamad; Siti Zaiton Mohd Hashim

(2010) Identification of significant phenotypes related genes and biological pathways using a

hybrid of support vector machines and smoothly clipped absolute deviation. ICIC Express Letters,

Part B: Applications. pp 131-135

28. Abdul Syukor Mohamad Jaya and Siti Zaiton Mohd Hashim (2010), Fuzzy Logic-Based for

Predicting Roughness Performance of TiAIN Coating, Proceeding of The 10th International

Conference on Intelligent Systems Design and Applications (ISDA‟10), Cairo, Egypt, November

29 - December 1, 2010, pp. 91-96, (IEEE indexed).

29. Chin Yoon Soon and Siti Zaiton Mohd Hashim (2010), Kernel Dimensionality Reduction

evaluation on Various Dimension of Effective Subspaces for Cancer Patient Survival

Analysis, International Conference on Information Science, Signal Processing and Applications

(ISSPA 2010), 10-13 May 2010, pp. 790-793, (IEEE indexed).





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30. Syed Mirjalili and Siti Zaiton Mohd Hashim (2010), A New Hybrid PSOGSA Algorithm for

Function Optimiziation,International Conference on Computer and Information Application 2010

(ICCIA 2010), 3-5 December 2010, pp. 374-377. (IEEE indexed).

31. Aina Musdholifah and Siti Zaiton Mohd Hashim (2010), Triangular Kernel Nearest Neighbor

Based Clustering for Pattern Extraction in Spatio-Temporal Database, Proceeding of The 10th

International Conference on Intelligent Systems Design and Applications (ISDA‟10), Cairo, Egypt,

November 29 - December 1, 2010, pp. 67-73. (IEEE indexed).

32. Aina Musdholifah, Siti Zaiton Mohd Hashim and Ito Wasito (2010), Genetic Algorithm-based

Clustering on Spatio-Temporal Data, Proceeding of International Conference on Advance

Computer Science and Information System 2010 (ICACSIS2010), Bali, Indonesia, November 20-

23, 2010, pp. 95-99, (IEEE indexed).

33. Delint Ira Setyo Adi, Siti Mariyam Shamsuddin and Siti Zaiton Mohd Hashim (2010), NURBS

Curve Approximation Using Particle Swarm Optimization, 7th International Conference Computer

Graphics, Imaging and Visualisation (CGiV 2010), Sydney Australia, pp. 73-79, (IEEE indexed).

34. Aina Musdholifah, Siti Zaiton Mohd Hashim, and Ito Wasito, KNN-Kernel based Clustering for

Spatio-Temporal Database, Proceeding of International Conference on Computer and

Communication Engineering (ICCCE‟10), Kuala Lumpur, Malaysia, May 11-12, 2010, pp. 1-6,

(IEEE indexed).

35. Siti Nurmaini, Siti Zaiton (2009), Mobile Robot Navigation Using an Interval Fuzzy type-2 and

Neural Network Classifier,IEEE Symposium on Industrial Electronics and Applications

(IEEE/ISIEA 2009), Kuala Lumpur, Oktober, 2009.

36. Siti Nurmaini, Siti Zaiton, Dayang Norhayati (2009), RAM Network based Type2 Fuzzy-Neural

Controller for Mobile Robot, International Conference on Control, Instrumentation and

Mechatronics Engineering (CIM 2009), Malaca, 2-3 June, 2009.

37. Siti Nurmaini, Siti Zaiton (2009), Motion Planning in Unknown Environment using an Interval

Fuzzy type-2 and Neural Network Classifier, IEEE International Conference Compuational

Intelligent Measurement System and Application (CIMSA 2009), Hongkong, Mei 2009, pp. 50-55

(IEEE indexed).

38. Mohamad Ashari Alias, Supiah Shamsudin, Siti Zaiton Mohd Hashim (2009), Rivers Ranking

using Fuzzy Analytic Hierarchy Process, In Proceedings of the International Conference on Water

Resources (ICWR) 2009. Langkawi, Kedah. 26-27 May 2009.

39. Siti Zaiton Mohd Hashim and Permana, KE (2009), Fitting Membership Function with PSO

Inertia Weight for Truck Backer-Upper Problem, Asia Modelling Symposium 2009, Third Asia

International Conference on Modelling & Simulation, Bandung, Indonesia, May 25-26, 2009, pp.

25-28 (IEEE indexed).

40. Siti Nurmaini, Siti Zaiton, Dayang Norhayati (2009), Environmental Recognition Using RAM-

Network Based Type-2 Fuzzy Neural for Navigation of Mobile Robot , International Conference

Control And Automation Engineering (ICCAE, 2009), Bangkok, Thailand, 10-12 May, 2009,

pp. 296 - 301 (IEEE indexed).

41. Maheyzah, M. S., Mohd Aizaini, M., and Siti Zaiton, M. H. (2009), Network Intrusion Alert

Aggregation Based on PCA and Expectation Maximization Clustering Algorithm, In proceeding of

The IACSIT International Conference on Telecom Technology and Applications

(ICTTA09).Manila, Philippines. pp. 450 – 454.

42. Maheyzah, M. S., Mohd Aizaini, M., and Siti Zaiton, M. H. (2009), Intelligent Clustering with

PCA and Unsupervised Learning Algorithm in Intrusion Alert Correlation, In proceeding of The

IEEE International Conference on Information Assurance and Security (IAS09). Xi'an, China, pp.

679-682, (IEEE indexed).

43. Ho Sheau Fen, Safaai Deris and Siti Zaiton Mohd Hashim (2009), A Combination of PSO and

Local Search in UCTP,IEEE 2009 International Conference on Computer Engineering and

technology (ICCET 2009), pp 492-495, Singapore, (IEEE indexed).

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44. Ho Sheau Fen, Safaai Deris and Siti Zaiton Mohd Hashim (2009), A Study on PSO-based

University Course Timetabling Problem, IEEE 2009 International Conference on Advanced

Computer Control (ICACC 2009) Singapore, pp 648-651, (IEEE indexed).

45. Siti Nurmaini, Siti Zaiton, A. Zarkasih (2009), Architecture Modular of Weightless Neural

Network for Mobile Robot, International Conference Technology and Information System (ICTS

2009), Surabaya, 2009.

46. Afnizanfaizal Abdullah, Safaai Deris, Siti Zaiton Mohd Hashim, Hamimah Mohd Jamil

(2009), Graph Partitioning Method for Functional Module Detections of Protein Interaction

Network, International Conference on Computer Technology and Development (ICCTD 2009) 13

- 15, November 2009, Kota Kinabalu, Malaysia, pp. 230-234, (IEEE indexed).

47. Permana, KE and Siti Zaiton Mohd Hashim (2008), PSO-Fuzzy Optimization for Truck Backer-

Upper Problem, Student Conference on Research & Development, 2008 Asia Pacific Regional

Conference, Johor Bahru, Malaysia, November 26-27, 2008.

48. Maheyzah, M. S. and Siti Zaiton, M. H. (2008) , Using Alert Normalization to Model INFOSEC

Data in Collaborative Environment, In proceeding of The 3rd Brunei International Conference on

Engineering and Technology 2008 (BICET'08). Institut Teknologi Brunei, Brunei Darussalam.

49. Maheyzah, M. S. and Siti Zaiton, M. H. (2008) , Survey and Comparative Analysis of Alert

Correlation Systems in Information Security, In proceeding of The 3rd Brunei International

Conference on Engineering and Technology 2008 (BICET'08). Institut Teknologi Brunei, Brunei .

50. Sallehuddin, R., Shamsuddin, S.M.H., Mohd Hashim, S.Z. (2008), Application of Grey

Relational Analysis for Multivariate Time Series, Proceedings- 8th International Conference on

Intelligence Systems Design and Applications, ISDA 2008, art no. 4696371, pp 432-437, (IEEE

indexed).

51. Siti Nurmaini, Siti Zaiton (2008), An Embedded Fuzzy Type-2 Controller Based Sensor Behavior

for Mobile Robot, International Conference System Design and Application (ISDA 2008),

Kaohsiung City, Taiwan, 11-13 November, 2008, pp. 29-34, (IEEE indexed).

52. Mardiyono, Siti Zaiton Mohd Hashim (2008), Proving Adaptive Characteristics of Reader

Adapter for Adaptive RFID Middleware Architecture, Proceeding of The 2008 Internationla Joint

Conference in Engineering (IJSE2008), Jakarta Indonesia, August 2-5, 2008.

53. Siti Zaiton Mohd Hashim, Mardiyono, Wan Mohd Nasir Wan Kadir, Nurulhaini Anuar

(2008), Multi Readers Detection in Adaptive RFID Middleware, Proceeding of The Ninth ACIS

International Conference on Software Engineering, Artificial Intelligence, Networking and

Parallel/Distributed Computing (SNPD2008), Phuket Thailand, August 6-8, 2008, pp. 858-863,

(IEEE indexed).

54. Siti Zaiton Mohd Hashim, Mardiyono, Wan Mohd Nasir Wan Kadir, Nurulhaini Anuar

(2008), Comparative Analysis on Adaptive Features for RFID Middleware, Proceeding of

International Conference on Computer and Communication Engineering (ICCCE) 2008, volume 2

page(s):989-993, 13-15 May 2008, (IEEE indexed).

55. Mohd Saberi Mohamad, Safaai Deris & Siti Zaiton Mohd Hashim (2006), Selecting Informative

Genes from Leukemia Gene Expression Data using a Hybrid Approach for Cancer Classification ,

International Conference on Biomedical Engineering (BIOMED2006), Mines Resort, Kuala

Lumpur, 11-14 Dec 2006, pp. 528-532.

56. Mohd Saberi Mohamad, Safaai Deris and Siti Zaiton Mohd Hashim (2006). Gene Selection from

Gene Expression Data using Genetic Algorithm for Cancer Classification. ICAIET‟06.

57. Mohd Hashim, S. Z, Tokhi, M.O. (2005). Interactive Learning Framework for Dynamic

Simulation and Control of Flexible Structures. Proceeding of American Society for Engineering

Education: 2005 Illinois-Indiana Sectional Conference, Northern Illinois University, Dekalb,

Illinois, 1-2 April 2005, Section 3-T-43.

58. Mohd Hashim, S. Z., Tokhi, M. O. and Mat Darus, I. Z. (2004).Genetic Adaptive Active

Vibration Control Of Flexible Structures. ICS'04: Proceedings of IEEE SMC UK-RI Chapter

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Conference 2004 on Intelligent Cybernetic Systems, Londonderry, UK, 7-8 September 2004, pp

166- 171.

59. Mohd. Hashim, S. Z., Tokhi, M. O. and Mat Darus, I. Z. (2004). Interactive Learning

Environment For Active Vibration Control Of Flexible Structures. IADAT-e2004: Proceedings of

the International Conference on Education (Development of Advances in Technology), Bilbao,

Spain, 7- 9 July 2004.

60. Mohd Hashim, S. Z., Tokhi, M. O. and Mat Darus, I. Z. (2004). Genetic Modelling Of Flexible

Beam Structures. ICCC 2004: Proceedings of International Conference on Computers and

Communications, Baile Felix Spa-Oradea, Romania, 27-29 May 2004, pp. 267-272.

61. Mohd. Hashim, S. Z. and Tokhi, M. O. (2004). ANFIS Active Vibration Control Of Flexible

Beam Structures. ESDA04: Proceedings of 7th Biennial Conference on Engineering Systems

Design and Analysis, Manchester, UK, 19-22 July 2004, pp. 747-752.

62. Mohd Hashim, S. Z. and Tokhi, M. O. (2004). Nonlinear Dynamic Modelling Of Flexible Beam

Structures Using Neural Networks. ICM 2004: Proceedings of the IEEE International Conference

on Mechatronic, Istanbul, Turkey, 3 – 5 June 2004, pp. 171-175, (IEEE indexed).

63. Mohd Hashim, S. Z. and Tokhi, M. O. (2004). Dynamic Modelling With Multi Layer Perceptron

Neural Networks.PREP2004: Proceedings of the Postgraduate Research Conference in Electronics,

Photonics, Communications & Networks, and Computing Science, University of Hertfordshire,

UK, 5- 7 April 2004, pp 234-235.

64. Mohd Hashim, S. Z. and Tokhi, M. O. (2004). Neuro-Adaptive Vibration Suppression Of

Flexible Beam Structures. MIC 2004: Proceedings of the 23rd IASTED International Conference

on Modelling, Identification, and Control, Grindelwald, Switzerland, 23 – 25 February 2004, pp

467-472.

65. Mat Darus, I. Z., Tokhi, M. O. and Mohd. Hashim, S. Z. (2004). Non-Linear System

Identification Of Flexible Plate Structures Using Neural Networks. ESDA04: Proceedings of 7th

Biennial Conference on Engineering Systems Design and Analysis, Manchester, UK, 19-22 July

2004, pp. 739-745 .

66. Mohd Hashim, S. Z., Mat Darus, I. Z. and Tokhi, M. O. (2002). An Interactive Environment For

Simulation And Control Of Flexible Structures. ACTIVE 2002: Proceedings of the 2002

International Symposium on Active Control of Sound and Vibration, Southampton, UK, 15-17

July 2002, pp. 1189-1199.

67. Norazah Yusof, Siti Zaiton Mohd Hashim, Nor Bahiah Hj Ahmad, Paridah Samsuri

(2000), SPATH: An adaptive Web-based Learning System, IASTED International Conference,

Banff Canada, 25-27 July 2000.

Proceedings: Local

1. Chollette C. Chude-Olisah; Ghazali B. Sulong; Uche A.K. Chude-Okonkwo; Siti Z.M. Hashim,

(2013) Edge-based representation and recognition for surgically altered face images, 7th

International Conference on Signal Processing and Communication Systems, ICSPCS 2013 -

Proceedings.


(2011), Self-adaptive andMulti-agent Reinforcement Learning in Route Guidance System,

Software Engineering (MySEC) 2011, 5th Malaysian Conference, 13-14 December 2011, Johor

Bahru Malaysia, pp. 383 - 387 (IEEE indexed).

3. Ismail Ahmed A. Al-Hadi, Siti Zaiton Mohd Hashim, Siti Mariyam Hj Shamsuddin

(2011), Bacterial Foraging Optimization Algorithm For Neural Network Learning

Enhancement, The 11th International Conference on Hybrid Intelligent Systems, 5th – 8th

December 2011, Melaka, Malaysia, pp. 200-205 (IEEE indexed).


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4. Mortaza Zolfpour Arokhlo, Ali Selamat, Siti Zaiton Mohd Hashim (2011), Applied Multi-agent

System in Road Transportation Network Control. In Proceedings of the Postgraduate Annual

Research Seminar (PARS 2011), July 2011, SERG, UTM Skudai 81310, Johor, Malaysia.


(2011), A Self-adaptive and Multi-agent Reinforcement Learning in Route Guidance System, The

5th Malaysian Software Engineering Conference (MySec2011), 12-14 December 2011, The

PUTERI PACIFIC, Johor Bahru, Malaysia (Accepted - IEEE indexed).


(2011), A MAS Approach to Control Road Transportation Network, The 5th Malaysian Software

Engineering Conference (MySec2011), 12-14 December 2011, The PUTERI PACIFIC, Johor

Bahru, Malaysia (Accepted - IEEE indexed).


(2011), Route Guidance System Based on Self-Adaptive Multi-agent System. In Proceedings of the

3rd Malaysian Joint Conference on Artificial Intelligence, 20-22 July 2011, UNITEN Putrajaya

Campus, Malaysia.

8. Mortaza Zolfpour Arokhlo, Ali Selamat and Siti Zaiton Mohd Hashim (2010), Route Guidance

System Using Multi-Agent Reinforcement Learning,2nd Software Engineering Postgraduate

Workshop (SEPoW 2010), 22 Dec 2010.

9. M. Ashari, A., S. Zaiton, M.H., Supiah, S. (2009), Using Fuzzy Analytic Hierarchy Process For

Southern Johore Rivers Ranking, Post Graduate Research Seminar 2009 (PARS‟09). Faculty of

Computer Science & Information Systems. Universiti Teknologi Malaysia. June 17-19, 2009.

10. Maheyzah, M. S., Mohd Aizaini, M., and Siti Zaiton, M. H. (2009), Unsupervised Learning for

Automated Structural Correlation in Alert Management, The Postgraduate Annual Research

Seminar 2009 (PARS'09). Universiti Teknologi Malaysia.

11. Siti Nurmaini, Siti Zaiton, Dayang Norhayati (2009), “Weightless Neural Network for

Environmental Recognition”, Accepted Paper on Post Annual Research Seminar (PARS 09),

UTM, Skudai Johor Bahru, June, 2009.

12. Kurniyawan and Siti Zaiton Mohd Hashim (2009), Generate Fuzzy Membership Function using

Particle Swarm Optimization, Postgraduate Annual Research Seminar 2009, UTM Skudai, Johor

Bahru, Malaysia, June 15-16, 2009.

13. M. Ashari, A., S. Zaiton, M.H., Supiah, S. (2008) , AI Applications in MCDM: A Review”, Post

Graduate Research Seminar 2008 (PARS‟08). Faculty of Computer Science & Information

Systems. Universiti Teknologi Malaysia. July 2-3 2008.

14. Maheyzah, M. S. and Siti Zaiton, M. H. (2008) , Modeling Intrusion Alerts using IDMEF Data

Model, The Postgraduate Annual Research Seminar 2008 (PARS'08). Universiti Teknologi

Malaysia.

15. Roselina Sallehuddin, Siti Mariyam Shamsuddin and Siti Zaiton Mohd

Hashim (2008) , Multivariate Models in Forecasting Time Series Data, Simposium Kebangsaan

Sains Matematik ke-16, Anjuran UMT, Rennaisance Hotel, 3-5 Jun 2008.

16. Permana, KE and Siti Zaiton Mohd Hashim (2008), Comparative Review of Fuzzy Rules

Generation, Postgraduate Annual Research Seminar 2008, UTM Skudai, Johor Bahru, Malaysia,

June 30–July 3, 2008.

17. Siti Nurmaini, Siti Zaiton(2008), Fuzzy Type-2 Controller Based Sensor Behavior for Mobile

Robot, Post Annual Research Seminar (PARS 08), UTM Skudai, Malaysia, June, 2008.

18. Intan Zaurah Mat Darus, Siti Zaiton Mohd. Hashim and Osman Tokhi (2007), Interactive

Learning Framework For Dynamic Simulation and Control of a Two Dimensional Flexible Plate

Structure, International Conference on Intelligent and Advanced Systems (ICIAS07), November

2007, KL Convention Centre Kuala Lumpur, Malaysia.

19. Mardiyono, Siti Zaiton Mohd Hashim (2007), Evaluation of Middleware Architectures and

Desirable Characteristics Design for Adaptive Middleware In RFID Application, Postgraduate

Annual Research Seminar (PARS ‟07), July 2007.

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20. Reza Firsandaya Malik, Tharek Abdul Rahman, Siti Zaiton Mohd Hashim and Razali Ngah

(2007), Sigmoid Increasing Inertia Weight for Particle Swarm Optimization, Post Graduate

Annual Research Seminar 2007 (PARS‟07), 2-5 July 2007, Faculty of Comp Science & Info

System, Univ. Teknologi Malaysia.

21. Mardiyono and Siti Zaiton Mohd Hashim (2007), Evaluation of Middleware Architecture and

Desirable Characteristics Design for Adaptive Middleware in RFID Application, Post Graduate

Annual Research Seminar 2007 (PARS‟07), 2-5 July 2007, Faculty of Comp Science & Info

System, Univ. Teknologi Malaysia.

22. Roselina Sallehuddin, Siti Mariyam Shamsuddin and Siti Zaiton Mohd

Hashim (2007), Comparative Study of Multivariate and Univariate Models in Forecasting Time

Series Data, Post Graduate Annual Research Seminar 2007 (PARS‟07), 2-5 July 2007, Faculty of

Comp Science & Info System, Univ. Teknologi Malaysia.

23. Maheyzah Md Sirat and Siti Zaiton Mohd Hashim (2007), Self Healing System: A fundamental

Review, Post Graduate Annual Research Seminar 2007 (PARS‟07), 2-5 July 2007, Faculty of

Comp Science & Info System, Univ. Teknologi Malaysia.

24. Siti Fadzilah Mat Noor, Norazah Yusof and Siti Zaiton Mohd Hashim (2007), Learning Object

Metadata Extraction for Accesibilty and Reusability of Learning Object, Post Graduate Annual

Research Seminar 2007 (PARS‟07), 2-5 July 2007, Faculty of Comp Science & Info System, Univ.

Teknologi Malaysia.

25. Sho Sheau Fen, Siti Zaiton Mohd Hashim and Safaai Deris (2007), Approaches used in sloving

Timetabling Problem: A Review, Post Graduate Annual Research Seminar 2007 (PARS‟07), 2-5

July 2007, Faculty of Comp Science & Info System, Univ. Teknologi Malaysia.

26. Roselina bte. Salleh @ Sallehuddin, Siti Mariyam Hj. Shamsuddin, Siti Zaiton Mohd. Hashim &

Suarni Sumormo (2006), A Propose Framework of Malaysia Natural Rubber Prediction Price

Using Granular Neural Network’, Postgraduate Annual Research Seminar 2006 (PARS‟06) 24 &

25 May 2006, FSKSM UTM.

27. Siti Fadzilah Mat Noor, Norazah Yusof & Siti Zaiton Mohd Hashim (2006). Issues of Reusability

of Learning Objects in Web-based Environment, Malaysian Software Engineering Conference

2006 (MySec06) 11& 12 Disember 2006, Kuala Lumpur.

28. Siti Fadzilah Mat Noor, Norazah Yusof & Siti Zaiton Mohd Hashim (2006), Reusable Learning

Object in Adaptive Hypermedia System Using Machine Learning Techniques : Preliminary

Study, Postgraduate Annual Research Seminar 2006 (PARS‟06) 24 & 25 May 2006, FSKSM

UTM.

29. Mohd Shahir Shamsir, Huszalina Hussein, Siti Zaiton Mohd Hashim and Naomie Salim

(2006). Educating the educators: Incorporating Bioinformatics Into Biological Science Education

In Malaysia, National Conference on Biology(UKM), 26-28 August, Hotel Legend, Kuala

Lumpur.

30. Nor Bahiah Hj Ahmad, Siti Mariyam Hj. Shamsuddin, Siti Zaiton Mohd Hashim (2005). Rough

Set Generation for Identifying Status of Student’s Knowledge Acquisition. Proceeding of

International Symposium on Bio-Inspired Computing 2005 (BIC‟05), Johor Bharu, Johor, 5-7

Sept 2005, pp 229-233.

31. Siti Zaiton Mohd Hashim, Siti Mariyam Hj Shamsuddin (2005). System Identification of Flexible

Structures using Neural Network.Proceeding of International Symposium on Bio-Inspired

Computing 2005 (BIC‟05), Johor Bharu, Johor, 5-7 Sept 2005, pp 250-255.

32. Nurhidayah Muhd Hashim, Asmak Ali, Siti Zaiton Mohd Hashim (2005). Wanita dan

Pembangunan Keluarga: Antara Harapan dan Cabaran dalam Pembangunan

Ummah. Proceedings of International Seminal on Muslim Women: The Future and Challenges in

Shaping the Ummah (SEWANI 2005), Johor, 2-3 April 2005, pp 544-550.

33. Norazah Yusof, Siti Zaiton Mohd Hashim, Paridah Samsuri, Nor Bahiah Hj Ahmad, Zulkefli

Abu Bakar (2001),SPATH: Sistem Pembelajaran Adaptif berteknologi Hipermedia di persekitaran

World Wide Web, Konvensyen Pendidikan UTM 2000, 14 Feb 2001.

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34. Norazah Yusof, Siti Zaiton Mohd Hashim, Paridah Samsuri, Nor Bahiah Hj Ahmad, Zulkefli

Abu Bakar (2000), SPAtH: Sistem Pembelajaran Adaptif berteknologi Hipermedia di persekitaran

World Wide Web, Konvensyen Pendidikan UTM 2000, 14 Feb 2001.

35. Norazah Yusof, Chew Kwi Young & Siti Zaiton Mohd Hashim (2000), Penggunaan Model

Pelajar Dalam Sistem Pembelajaran Adaptif Menggunakan Teknologi Hipermedia, Simposium

IT-SIM2K, April 11-12, 2000.

36. Norazah Yusof, Siti Zaiton Mohd Hashim, Nor Bahaiah Hj Ahmad, Paridah Samsuri

(2001), Design and Implementation of an Adaptive Web-based Hypermedia Learning System: A

prototype, Proceeding of International Conference on Organizational Development and Leadership

in Education, Kuala Lumpur, 30th Jan – 2 Feb 2001, pp 23-30.

37. Siti Mariyam Hj. Shamsuddin, Siti Zaiton Mohd. Hashim (1999), SISMATIK : A Mathematical

Computing System For Higher Education, Prosiding Kolokium Kebangsaan Pengintegrasian

Teknologi dalam Sains Matematik, 27th – 28th May, Universiti Sains Malaysia, pp. 294-299.

PAPER REVIEW

1. Teaching C Programming with the Aid of an Interpreter: Online Interpreter for Novice C

Programmer (Jurnal Teknologi, UTM 2005).

2. Journal of Advancing Information and Management Studies (JAIMS), ISSN 1675-851X, UUM

2005.

3. Reviewer for University Publication Award 2005, category Best Editor (Book), UTM Publication,

„Teknologi Maklumat Siri I, Siri II dan Siri III‟.

4. Reviewer for UTM National Journal Publication, category University Publication Award, UTM

Publication, „Malay Speaker dependent Digits Recognition with Improved Backpropagation‟, 7

Jun 2005.

5. Reviewer for Postgraduate Annual Research Seminar (PAR‟05, FSKSM, UTM).

6. Reviewer for International Symposium on Bio-Inspired Computing (BIC‟05).

7. Reviewer for UTM National Journal Publication, category University Publication Award, UTM

Publication, „Sistem Kebal Buatan Untuk Pengecaman Digit” and “A Review on Biological-

Inspired Computation in Cryptology”, 5 May 2005

8. Reviewer for Jurnal Teknologi, UTM Publication, “Capaian Maklumat Grafik berasaskan Data

Geometri”, 10 July 2006.

9. Reviewer for Jurnal Teknologi, UTM Publication, “Particle Swarm Optimization for Neural

Network Learning Enhancement-JTD/2006/15”, 28 Sept 2006.

10. Reviewer for Jurnal Penyelidikan dan Pendidikan Kejuruteraan, Kolej Universiti Kejuruteraan

Utara Malaysia,”On Analysis of Variant Characteristics for Moment Invariant Techniques”, 2 Oct

2006

11. Review committee for Proceeding of Malaysian Software Engineering Conference (MYSEC‟06),

11-12 Dec 2006.

12. Reviewer for 6th International Conference on Artificial Immune Systems (ICARIS 2007) ,26th-

29th August, 2007 Santos/SP, Brazil

13. Reviewer for First Regional Conference on Computational Science and Technology RCCST-2007,

Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia, 29-30 November 2007

14. Reviewer for Scientific Journals International (SJI), ISSN 1556-6757,

http://www.scientificjournals.org. Computer Science, Computer Engineering, BCIS and MIS

category, July 07-now.

15. Penilai anugerah editor terbaik 2007, Penerbit UTM, UTM, 23 April 2007

16. Reviewer for International Conference on Intelligent & Advanced Systems 2007 (ICIAS2007), KL

Convention Centre, Kuala Lumpur, Malaysia 25 - 28 November 2007

17. Reviewer for One Day Seminar on Hybrid Soft Computing (HSC‟07), Sofitel Resort, 3rd Dec

2007.

18. Fasilitator Kursus Kaedah Penyelidikan UTM 2008,‟Bengkel Academic Writing & Thesis

Presentation‟, 14.5.2008

19. Reviewer for SLAB Proposal presentation in Research Methodology Course 2008, 23 June 2008.

http://www.scientificjournals.org/

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20. Panel Penilai Bengkel Penilaian Teknikal proposal Sciencefund (ECOITS), 17 Jan 2008, RMC

UTM

21. Reviewers for The 2nd Asia Modelling Symposium (AMS2008), Jan 2008.

22. Panel Penilai Bengkel Penilaian Teknikal proposal Sciencefund (ECOITS), 20 Feb 2008, RMC

UTM.

23. Panel Penilai Bengkel Penilaian Teknikal proposal Sciencefund (ECOITS), 17 Julai 2008, RMC

UTM.

24. Reviewer for International Journal of Advance Soft Computing and Its Application (IJASCA),

July 2009-now.

25. Reviewer for FRGS Proposals under ECOIT cluster. June 2009

26. Reviewer for SLAB Proposal presentation in Research Methodology Course 2009, 22 July 2009

27. Reviewer for 1st International Conference on Computational Intelligence, Communication Systems

and Networks (CICSyN2009).

28. Reviewer for 7th

International Conference on Robotics, Vision, Signal Processing and Power

Application 2009 (RoViSP 09)

29. Reviewer for 3rd

UKSIM European Symposium on Computer Modeling and Simulation

(EMS2009)

30. Reviewer for Software Engineering Postgraduate Workshop (SEPoW2009), in conjunction with

16th

Asia-Pacific Software Engineering Conference (APSEC09), 30 Nov 2009.

31. Reviewer for East Journal of Experimental and Theoretical Artificial Intelligence ETAI-2010-09-

001, http://pphmj.com/journals/fejetai.htm, 2010.

32. Reviewer for International Journal of Advances in Soft Computing and Its Applications ,

IJASCA-10-020309, http://www.i-csrs.org/ijasca/index.html, 2010.

33. Reviewer For Paper "An Approach For Extracting Class Diagram From C++ Code By Reverse

Engineering", MYSEC2011, 10 October 2011.

34. Reviewer for International Journal of Information Technology & Decision Making, Manuscript

Number: IJITDM-D-11-00101, "A novel flow-based method using grey relational analysis for

pattern classification", http://www.editorialmanager.com/ijitdm/default.asp, 30 Mac 2012.

PUBLICATION (ARTICLES/ MANUSCRIPT/BOOK/BOOK CHAPTER/MONOGRAPH)

1. M.F. Misman, M.S. Mohamad, S. Deris, R.N.M.R. Mohamad, S.Z.M. Hashim, S. Omatu. A

Hybrid of SVM and SCAD with Group-specific Tuning Parameter for Pathway-based Microarray

Analysis. Advances in Intelligent and Soft-Computing. Vol. 151, pp. 387-394. Springer-Verlag

Berlin / Heidelberg. 2012. ISBN: 978-3-642-28764-0. Indexed by ISI and SCOPUS.

2. A.Abdullah, S. Deris, M. S. Mohamad, S.Z.M. Hashim. A New Hybrid Firefly Algorithm for

Complex and Nonlinear Problem. Advances in Intelligent and Soft Computing. Vol. 151, pp. 673-

680. Springer-Verlag Berlin / Heidelberg. 2012. ISBN: 978-3-642-28764-0. Indexed by ISI and

SCOPUS.

3. Nurmaini, S. Zaiton Mohd Hashim, D. Norhayati Jawawi, “A Novel Interval Type-2 Neuro Fuzzy

Controller in Mobile Robot with Weightless Neural Network”.Book Chapter Mobile Robot

Navigation Edition, i-Tech Education ISBN 978-3-902613-19-6, Vienna Austria 2011. Manuscript

submitted.

4. Handbook of Research Methods in computing, Naomie Salim, Siti Mariyam Shamsuddin, Safaai

Deris, Rose Alinda Alias, Subariah Ibrahim, Roselina Salahuddin, Siti Zaiton Mohd Hashim,

Azizah A.Rahman, Dayang Norhayati Abang Jawawi, Nor Zairah Abdul Rahim, Juhana Salim,

Faculty of Computer Science & Info. System, UTM, 1st Edition July 2010.

5. Investigating Constraint-Based Reasoning for University Timetabling Problem. Ho Sheau Fen @

Irene, Safaai Deris and Siti Zaiton Mohd Hashim .The International Multiconference of

Engineers and computer Scientists 2009 Hongkong, Lecture Notes in engineering and computer

Science, pp 139-143, March 18-20 2009.

http://pphmj.com/journals/fejetai.htm

http://www.i-csrs.org/ijasca/index.html

http://www.editorialmanager.com/ijitdm/default.asp

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6. Hybrid Particle Swarm Optimization in Solving University Course Timetabling Problem. Ho

Sheau Fen @ Irene, Safaai Deris and Siti Zaiton Mohd Hashim.Universiti Teknologi Malaysia,

Advances in Planning, Scheduling and Timetabling Book Chapter, 2009.

7. Investigating Particle Swarm Optimization in University Course Timetabling Problem. Ho Sheau

Fen @ Irene, Safaai Deris and Siti Zaiton Mohd Hashim. Universiti Teknologi Malaysia,

Advances in Planning, Scheduling and Timetabling Book Chapter, 2009

8. Monograf, “Kejuruteraan Perisian”, Mac 2005.

9. “Object Oriented Programming”, DATA bulletin, FSKSM, UTM, Bil 10, 1997.

10. “C Programming”, Nor Haizan Md Razi, Siti Zaiton Mohd Hashim, Paridah Samsuri, McGrawhill,

Dec 2000.

11. Teaching Module, “C Programming”, Nor Haizan Md Razi, Siti Zaiton Mohd Hashim, Paridah

Samsuri, 2nd

Edition 1998.

12. Teaching Module, “C Programming”, Nor Haizan Md Razi, Siti Zaiton Mohd Hashim, Paridah

Samsuri, Halizah Basiron, 1st Edition 1998.

13. “LISP”,Encyclopedia of Science and Technology, 1996

SEMINAR/COURSE/WORKSHOP ATTENDED

1995

1. Kursus Kaedah Penyelidikan (SLAB), Univ. Teknologi Malaysia, 22/5/1995 hingga 10/6/1995.

1997

1. Bengkel alat bantuan mengajar, Univ. Teknologi Malaysia, 22/12/1997-23/12/1997.

2. Kursus Pembangunan Web, Univ. Teknologi Malaysia, 8/9/1997-10/9/1997.

3. Kursus pembelajaran Object-Oriented, Univ. Teknologi Malaysia, 22/7/1997-24/7/1997.

4. Kursus Induksi Umum (kumpulan 1), UTM Skudai, 30 Sept -17 Okt 1997.

1998

1. Bengkel Penulisan buku Karya Asli, Dewan Sri Kempas, Kolej Tuanku Canselor, Univ. Teknologi

Malaysia.

1999

1. Kursus Induksi, DK4, N24, Univ. Teknologi Malaysia, 21/4/1999-6/5/1999.

2. Bengkel IRPA, DSI, Univ. Teknologi Malaysia, 18/5/1999-19/5/1999.

3. Kursus Internet Programming: Dynamic HTML & ASP Using Visual Interdev 6.0, Information

Technology Training Centre, FSKSM, 17/12/1999 hingga 19/12/1999.

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2000

1. Kursus Active Server Page, Pusat Komputer, Univ. Teknologi Malaysia, 6/11/2000 hingga

7/11/2000.

2. Conference on Intelligent System & Technology for The New Millineum (TENCON 2000), IEEE

Malaysian Chapter, Kuala Lumpur 24/9/2000 – 27/9/2000.

3. Seminar Pembentangan Kemajuan Projek UPP/IRPA FSKSM, UTM, 7/6/2000-8/6/2000.

4. Bengkel Penyelidikan UPP, FSKSM, UTM, 15/7/2000.

5. Kursus ‟Neural Network & Rough Set‟, FSKSM, Univ. Teknologi Malaysia, 22/8/2000.

2005

1. Profesional Development Course on Data Mining and Machine Learning in Biomedical

Engineering, BATC UTM Kuala Lumpur, 24/2/2005.

2. Bengkel Penyediaan Dokumen Spesifikasi Program UTM, Hotel Renaissance, Melaka, 6/5/2005-

8/5/2005.

3. Kursus Penterjemahan UTM/Dewan Bahasa, Dewan Allamanda, Sofitel Hotel, Johor, 27/4/2005-

29/4/2005.

4. Bengkel Pemantapan Kurikulum Sarjana Muda Sains Komputer (Pengkhususan) Fakulti Sains

Komputer dan Sistem Maklumat, Rumah Seroja, Rumah Alumni UTM, 17 Ogos 2005.

5. Bengkel Bioinformatik, FSKSM UTM, 10 – 11 Mei 2005.

6. Participant of The 1st Malaysian Software Engineering Conference, Copthorne Orchid Penang, 12-

13 Dis 2005.

7. Kursus GNU Compiler Collection (GCC) in Linux & Basic Application in Linux, FSKSM UTM,

5-6 Dis 2005.

8. Latihan Pelatih, Modul Kesihatan Reproduksi Remaja (MKRR), Universiti Islam Antarabangsa,

23-24 April 2005.

9. Bengkel Semakan Kurikulum Program MCT & MCH, Anjuran CASE KL City Campus, Palm

Garden Hotel, IOI Resort PutraJaya, 20-22 Mei 2005.

2006

1. Teaching Course on E-learning Technology, organized by Centre of Teaching and Learning (CTL),

UTM, 7-8 Feb 2006.

2. Fundamental Research Workshop, FSKSM, UTM, 29 March 2006.

3. “SynaBASE: Theory and Applications, Synamatix Workshop”, USM, Penang, Apr 4th

2006.

4. Unified Modeling Language Course, organized by CASE, CityCampus, UTM. 29 May- 3 June

2006.

5. Workshop on UTM‟s Program Specification Review, 10-12 Nov 2006, Hotel Mahkota, Melaka,

organized by Centre of Teaching & Learning (CTL), UTM

6. Workshop on Paperwork Preparation for new Postgraduate Programmes in FSKSM, 16-18 Dis

2006, Holiday Villa, Cherating, Pahang

7. Workshop on Quality Improvement in Teaching and Learning, CTL UTM, 20 Dis 2006, Dewan

Pengajaran 1, Fakulti Kejuruteraan Kimia dan Kejuruteraan Sumber Asli.

8. Participant of The 2st Malaysian Software Engineering Conference (MYSEC‟06), Crown Princess,

11-12 Dis 2006.

2007

UTM Education Fair, UTMKL 13-14 Jan 2007

Review committee for Monograph Publication of Research Grant Reports (RMC), 13 Feb 2007.

Marketing Expo in Kota Tinggi, program kerjasama dgn Pejabat Setiausaha Parlimen KPT -

'Outreach Hala Tuju Pendidikan dan Panduan Kemasukan Unit Pusat Universiti (UPU), Politeknik

dan Kolej Komuniti KPT bagi Parlimen Tenggara, 8-03-07 (khamis): 8.00am-5.00pm, Dewan

Taman Kota Jaya, Kota Tinggi Johor

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„The Network Vendor‟ 2007 Expo, 20-21 Mac 2007, Kuala Lumpur Convention Centre (KLCC),

on „Bio-Inspired Caching System‟ product.

Active Learning Workshop, 22-24 May 2007, Pulai Springs resort, Johor.

Bengkel Penyelarasan dan Penilaian Latihan Praktik FSKSM, 15-16 Mei 2007, Sofitel Palm

Resort, Johor.

Malaysian Genomics Resource Centre Sdn Bhd (MGRC) Workshop on Bioinformatics at Ibnu

Sina Institute UTM, 19 July 2007

Tutorial on Hybrid Soft Computing, 30th

Nov 07, 1st Dec 07, Faculty of Computer Science & Info.

System, UTM

Workshop on Hybrid Soft Computing in Engineering, ICT and Social Science, 3rd

Dis 2007,

Sofitel Palm Resort, organized by Soft Computing Research Group,FSKSM and Research

Management Centre, UTM.

2008

1. Program Promosi Kursus Sains Komputer, 15-16 Mac 2008, MidValley Exhibition Hall, KL

2. Bengkel Perancangan Strategik dan Pelan Tindakan Sekolah Pengajian Siswazah (Sains) dan

(Kejuruteraan), 28-29 April 2008, Sofitel Hotel

3. Bengkel Perancangan Strategik FSKSM, Hotel Mahkota Melaka, 2-4 Mei 2008.

4. Bengkel Pembentukan Kod Amalan Jaminan Kualiti Pengajian Siswazah, 26-27 Ogos 2008,

Pusat Latihan, Arked Kolej 17,UTM Skudai.

5. Bengkel Pindaan Kurikulum Program Sarjana Muda Sains Komputer Dengan Pengkhususan,

FSKSM. 21.10.08 dan 28.10.08, Pusat Latihan UTM

2009

1. Bengkel Permurnian Penyediaan Dokumen Audit Prestasi Akademik (APA), MQA Pengajian

Siswazah, Hotel Good Hope. 27-28 Julai 2009

2. Bengkel Permohonan Pengiktirafan Kelayakan Untuk IPTA(FSKSM), 26 Ogos 2009, Rumah

Alumni.

2010

1. Bengkel Perancangan Strategik & Kerja Berpasukan FSKSM (2010-2015), 18-20 Mac 2010, Sibu

Island Resort, Mersing Johor

2. Bengkel Panduan Penyediaan Program Baru/Pindaan Kurikulum dan Penubuhan

Sekolah/Fakulti/Akademi UTM, 28-30 Jan 2010, Ancasa Hotel, KL

3. Bengkel „Taksonomi dan Course Owner‟ FSKSM, 20 Jan 2010.

4. Research and Journal Writing Workshop, Soft Computing Research Group, Mercure Resort, Johor,

28Oct-29Oct 2010

2011

1. Bengkel Penjajaran Perancangan Strategik FSKSM 2011, UTM, 23 Disember 2011- 25 Disember

2011.

2. Bengkel Penyediaan Dokumen Swaakreditasi, UTM, 1 Disember 2011- 2 Disember 2011.

3. Bengkel Semakan Semula Modul Kursus Metodologi Penyelidikan (ULP0010), UTM, 10 Ogos

2011 – 11 Ogos 2011.

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EXAMINER (MSc / Ph.D Thesis )

1. Mohd Azwan Mohamad , MSc (Computer Science), Mac 2006, KUKTM, “Aplikasi Pengunduran

Linear Berganda dalam Menganalisa Data Sistem Penilaian berpandukan Komputer”.

2. Goh Kia Eng, MSc (Computer Science), Apr 2006, UTM, “Applying Self-Organizing Map and

Multilayer Perceptron for Malay Speech Recognition”.

3. Farhan Mohamed, MSc (Computer Science), “Intelligent Web Caching”, 14 Sept 2006.

4. Mohd Hilmi Muda, MSc (Computer Science), „SVM Two-Layer Classifier for Remote Protein

Homology Detection and Fold Recognition‟, August 2009

5. Loh Mun Yee, MSc (Computer Science),‟Vector Quantization Decision Rule and Gaussian

Mixture Models Adaptation for Optimize Speaker Identification Classification‟, August 2009

6. Shafaatunnur Hasan, MSc (Computer Science),‟Enhanced Self Organizing Map with PSO for

Classification Problems‟, August 2010.

7. Norsharina Abu Bakar, MSc (Computer Science), Dec 2010, UTM, „Integrated Zernike

Formulation for Features Granularity in Pattern Recognition‟.

8. Sultan Noman Qasem, PhD (Computer Science), Jan 2011, UTM, „Memetic Multi-Objective

Evolutionary Algorithm of Radial Basis Function Network for Classification Problem‟

9. Rohayanti Hassan, PhD CS,‟Granular Support Vector Machine with Significant Features Vector

and Optimal Length of Local Protein Structures to predict Structural Class of Protein, Mac 2011

10. Ruhaidah Samsudin, PhD CS, „A Hybrid Model of Group Method of Data Handling GMHD

Method and Least Square Support Vector Machine for Time Series Forecasting‟, 2011

11. Zuraini Ali Shah, PhD CS,‟Combination of Dimension Reduction and Modified Robust

Estimation for Gene-based Cancecer Classification‟, Mac 2012.

12. Fatin Norsyafawati Mohd Sabri , MSc CS, UNIVERSITI SAINS ISLAM MALAYSIA, 'Hybrid

Classification Algorithm for Denial of Service Attack Decision Using Rought SE Theory and

Artificial Immune Recognition System', Mac 2012.

EXAMINER (MSc taught course/Dissertation)

1. Azrina Suhaimi, “Analysis of fuzzy and Non Hierarchical Clustering for Suggestion of

Supervisor and Examinor of Thesis Title”, 21 Okt 2005

2. Nurul Nisa Mohd Nasir, “Analysis of Neural Network and hierchical Clustering for

Suggestion of Supervisor and Examiner of Thesis”, 21 Okt 2005.

3. Siti Nurul Hawa Dahiran, “Mobile Database Summarization Using Rough Set”, 21 Okt 2005.

4. Nurul Hazna Abdul Salam, “Solving Inverse Cinametics Using Kohonen Network for 3D

human working”, 29 Mac 2006.

5. Muhammad Asyraf Khairuddin, “Pengendalian Perubahan Keperluan Menggunakan Kaedah

Pantas: Kajian Kes Sistem Amil Terkini Tabung Baitulmal”, 27 Sept 2006.

6. Haza Nuzly Abdul Hamed, Partical SWARM Optimization for Neural Network Learning

Enhancement, 20 Jun 2006.

7. Roslinda Maznan, “Senibina Perisian Mudah Suai untuk Sistem Sejahtera”, 27 Sept 2006.

8. Abuobaida Hassan, ”Clustering Chemical Data Using Adaptive Resonance Theory (ART)”,

27 Sept 2006.

9. Mazlan Abu Samah, “Solving the Masum League Scheduling Problem Using Hybrid Genetic

Algorithm and Constraint-Based Reasoning”, 27 Sept 2006.

10. Mohammad Hadi Mashinchi, “Linguistic Neural Network with Concepts of Granularity and

Fuzzy Squash Functions”, 2 Okt 2006.

11. Withca Chimphlee, “Computer Intrusion Detection With Classification and Anomaly

Detection using fuzzy C-Means abd Artificial Immune System”, 22 Mac 2006.

12. Ling Liu Inn,”Artificial Immune System for Abnormal Stock Trading Detection”, 27 Mac

2007.

13. Mohammad Hadi Mashinchi, “Fuzzy Back Propagation Learning with GA tuning”,27 Mac

2007

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14. Muhammad Zaini Matondang, “Dev of Intelligent 3D Solid Modeler Based on AI Technique”,

3sept 07

15. Tee Cheng Siew, “Similarity Based Online Fuzzy Feature Selection in Content-based Image

Retrieval, 7 Oct 2008, Sem I 08/09

16. Siti Hasrinafasya, “Fuzzy Case Representation to Generate Question Items”, 7 Oct 2008, Sem

I 08/09

17. AbdulStaar A Walaa, “Differential Evolution for Back Propagation Learning Enhancement”,

7 Oct 2008, Sem I 08/09

18. Puspadevi a/p Kuppusamy,”Enhancement of three term backpropagation for classification

problems”, 8 Oct 2008, Sem I 08/09

19. Wong Jenn Hwee, “Rough Sets Theory for travel Demand Analysis in Johor”, 9 Oct 2008,

Sem I 08/09

20. Alzahrani Salha Mohammed, “Plagiarism Auto-Detection for Arabic Scripts Based on

Fingerprinting and Fuzzy-Set Information Retrieval Approaches, 14 Apr 2009 Sem 2 08/09

21. Narges Mohammadi,”Molecular Databases Similarity Searching Using Support Vector

Machines”, 25 Jun 2009 Sem 2 08/09

22. Falah Ahmed,‟A Neural Network Approach for Osteo Arthritin‟, 25 Jun 2009 Sem 2 08/09

23. Jong Chin Hua,‟Optimization of A Three-term Backpropagation Algorithm by Particle Swarm

Optimization‟, 26 Jun 2009 Sem 2 08/09

24. Tan Swee Qua,‟Artificial Neural Network Learning Enhancement Using Artifical Fish Swarm

Algorithm (AFSA)‟, 26 Jun 2009 Sem 2 08/09

25. Nuruhuda Gazali,‟Classification of Microarray Data Using Evolutionary-based Algorithm‟,

26 Jun 2009 Sem 2 08/09

26. Amir Atapour Abarghouei, MSc CS,‟Solving Travelling, Salesman Problem Using Fuzzy

Sets, Gravitational Search Algorithm and Genetic Algorithms, Sem 2 2009/2010, 23 Mar

2010

27. Saman Sinaie, MSc CS, „Solving Shortest Path Problem Using Gravitational Search

Algorithm and Neural Networks‟, Sem 2 2009/2010, 23 Mar 2010

28. Citra Ramadhena, „The Study of Weight Sign Change of the Modified Error in 3 term BP‟,

Sem 2 2009/2010, 23 Mar 2010

29. Mostafa Erfani, Dissertation MSc CS „A Modified PSO with Fuzzy Inference System for

solving Planar Graph Coloring Problem‟, Sem I 2010/2011 (Nov 2010).

30. Mohd Hisyamuddin Mohd Hashim, Dissertation MSc CS, „Elman Recurrent Network Model

Based on PSO for Crime Rate Forecasting‟, Sem I 2010/2011 (Nov 2010).

31. Zeyad Abd Al Gfoor, Dissertation MSc CS „Real-valued Negative Selection for Earthquake

Detection‟, Sem I 2010/2011 (Nov 2010).

32. Wong Lee Leng, Dissertation MSc CS, „The Impact of Discretization Methods on Chinese

Hangwriting Identification‟, Sem I 2010/2011 (Nov 2010)

POSTGRADUATE SUPERVISION

PhD

1. Reza Firsandaya Malik (N343739), PhD (Electrical Engineering), Co-Supervisor, “The

Wireless Mesh Routing Protocol Using Particle Swarm Optimization in Mobile IP Network”,

2005-completed.

2. Siti Fadzillah Mat Noor (740113055440), PhD (Computer Science), Co-Supervisor,”Reusable

Learning Object In Adaptive Hypermedia Learning System”, 2005-completed.

3. Roselina Sallehuddin (670313035048). PhD (Computer Science), Co-Supervisor,”Intelligent

Granular Prediction for Malaysian Natural Rubber Price”, 2005-completed.

4. Siti Nurmaini, PhD (Computer Science-Control Engineering), Supervisor, “A Fuzzy

Embedded Agent-based Approach for realizing Ambient Intelligent Environment”, July 2006-

completed.

5. Maheyzah Md Sirat (770409016042). PhD (Computer Science), Co-Supervisor,

“Optimization of Fault Tolerance in Embedded Systems”, Dec 2006-completed.

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6. Mohamad Ashari Alias (620101106347), PhD (Computer Science), Supervisor, “Fuzzy

Analytic Hierarchy Process for River Ranking”, 11 Dec 07-completed.

7. Haswadi Hasan, PhD (Computer Science), Co-Supervisor, “Chain Code for Image

Representation”, Oct 2009-completed.

8. Abdul Syukor Mohamad Jaya, PhD (Computer Science), Co-Supervisor, “Prediction and

Optimization of Coating parameters”, Sem 2 2009/2010, Oct 2009-completed.

9. Aina Musdholifah, PhD (CS), „Clustering‟, Sem I 2009/2010, Dis 2009-completed.

10. Khaled Mohamed Abdl, PhD(Computer Science), Supervisor, “Fuzzy-Swarm-based Feature

Selection for Handwriting Identification”, July 08-on going.

11. Mohd Fazli Bin Hashim (860922-23-6459), PhD CS (Fast Track), “Human Identification

through Intelligent Video Surveillance Using Multimodal Biometric”, Dis 2010-now

12. Nilam Nur Binti Amir Sjarif, PhD CS (Fast Track), “Gpu-Based Implementation For

Artificial Neural Network Learning Enhancement”, Ogos 2010-now

13. Vahid Khatibibardsiri, PhD, “Increasing the Accuracy of Software Development Effort

Estimation By Using Hybrid Intelligent Methods”, January 2011-December 2011.

14. Mortaza Zolfpour Arokhlo, PhD, “Route Guidance System Based On Multi-Agent System”

January 2011-now.

15. Narjeskhaton Habibi, PhD, “Proposing A Decision Support System For Synthetic Biology.”,

March 2011-now.

16. Ngeaw Kam Wah, PhD, “Integration of Neural Network Inside Swarm Robotic to Optimize

Agent Survivabilty”, Co-Supervisor, Oct 2011-Now.

17. Ummi Rabaáh Hashim, PhD, Co-Supervisor, “Unique Features Representation for Writer

Verification”, July 2011-now.

18. Falah Y.H. Ahmed, PhD, Co-Supervisor, “Spike Neural Network”, January 2011-now.

19.

MSc (by research)

1. Ho Sheau Fen @ Irene, Supervisor, “A GA-MMAS-Local Search Hybrid Algorithm foe

solving University Course Timetabling Problem”, Nov 2006-completed.

2. Mardiyono, MSc(Computer Science), Supervisor, RSG Vot 79103, “Adaptive Software

Middleware for RFID”, Feb 2007-submitted.

3. Kurniawan, MSC (Computer Science),Supervisor, “Pruning Algorithm using Genetic-PSO-

Fuzzy”, Dis 07-submitted

4. Muhammad Faiz Misman, MSc (Computer Science “Pathway Analysis Using Enhanced

Random Forest Classification And Regression”, Co-Supervisor,July 2008-on going

5. Rizuan Jumali, MSc (Computer Science), “Supervised Machine Learning Approach For

Network-Based Classification”, Co-Supervisor, July 2008-on going

6. Ehsan Mohebi, MSc(Computer Science), “Intelligent Outlier Detection Technique Based on

Enhanced Self Organizing Maps”,Co-Supervisor, July 2009-completed.

7. Faizah Bt Razaly, MSC CS, “Generic Software Framework for Visually Impaired Learning”,

Ogos 2010-now.

8. Ahmad Syahrul Anuar bin Saidi (860105-11-5307), MSc CS, “Optimized Software Test Case

Generation with Hybrid Soft Computing”, Sem I 2010/2011-Sem1 20112012.

9. Chin Yoon Soon, MSc CS, “Clustering”, Dis 2009-now

10. Nureddin A. Abulgasem. Abuhlig, MC071339, MSc CS, “Libyan Vehicle License Plate

Detection & Recognition Using Radial Basis Function RBFNN”, July 2011-now.

MSc (by coursework)

1. Norfadzila Mohd Yusof, MSc (Computer Science), “Revenue Collection Clustering Using

Kohonen Network”, 2005. Co-Supervisor–completed.

2. Ng Chai Ling, MSc (Computer Science), Supervisor, “Tuning of Learning Parameters for

Two-term Backpropagation Network Using an Improved Genetic Algorithm”, July 2005-

completed.

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3. Farhana Abdullah Asuhaimi, MSc(Computer Science), Supervisor, “Fuzzy Discrete Particle

Swarm Optimization for Scheduling Power System”, 2006-completed.

4. Siti Haja Muhammad, MIT (OUM), “The Effect of Learning Java Programming Using

Problem based Learning (PBL) : An Empirical Study at Open Univ Kelantan”, Sem I-II,

2006/2007-Completed

5. Suhanawati Salam, MSc(Computer Science), “Daily Wind Speed Prediction in KB Using

ANN”,IKIB 2007-completed

6. Nur Surianiza Othman, MSc(Computer Science), “A Study on dengue Outbreak on Climate

Factors Using Neural Network”, IKIB 2007-completed

7. Noor Harzun Hashbullah, MIT (OUM), “A Study on the effect of Cooperative Learning in

T&L”,Sem I-II 2007/2008-completed

8. Wan Saiful Azzam Wan Ismail, “Image Outlier Detection based on SOM”, July 2009-

completed

9. Muhammad Noorazlan Shah B Zainuddin, “Identification of abnormal tissue in Medical

Imaging using RBF Network”, July 2009-completed

10. Haryani Bt Mohd Rasidi, “A study on Effect of Activation Function and Neural Network

Architecture in Rubber Tree Diseases Detection”, July 2009-completed

11. Steelleen Lukas, “ ”, July 2009-completed

12. Yee Wee Khun, “Soft Computing Approach in Weather Forcasting”, July 2009-completed

13. Noor Hayati Mohd Zain, “Weather Forecasting using ANFIS”, July 2009-on going

14. Asmuliaty Binti Basran, “Neuro-Fuzzy Approach for Runway Selection under Uncertainty

Weather”, 2010-on going.

15. Ismael Ahmed AL-Qasem AL-Hadi, MSc Dissertation , “Bacterial Foraging Optimization

Algorithm for Neural Network Learning Enhancement”, 2010

16. Seyedali Mirjalili, MC092185, “Feedforward Neural Network Learning Enhancement Using

Gravitational Search Algorithm”, MSc Dissertation 2010

17. Norfadzlan Yusof, “ Artificial Bee Colony in optimizing Process Parameters of Surface

Roughness in end Milling and Abrasive Waterjet Machine”, MSc Dissertation 2010.

18. Zakria A. Ahmed, “Process For Functional Neural Fuzzy Network Learning Enhancement”,

July 2011-now.

19. Bukenya Faiza, MSc, “Detecting Floods Using An Object Based Change Detection

Approach”, January 2011-January 2012.

20. Arman Fatahi, MSc, “Modeling Semantic Memory Using Fuzzy Object Oriented”, July

2011-now.

UNDERGRADUATE -FINAL YEAR PROJECT

1998-1999

1. Roslina Ibrahim Ensiklopedia Haiwan Darat di Malaysia: Satu

Pendekatan Multimedia

2. Yunos Ahmat Pembangunan Perisian Ensiklopedia Sains &

Teknologi berasaskan Multimedia

1999-2000

1. Wan Shamsulhaida Wan Anuar Aplikasi Bantuan Projek Sarjana Muda Berasaskan

Atas Talian

2000-2001

1. Wan Nazhatul Fathanah Wan Abdullah Sistem Tempahan Tiket Bas secara atas talian

2. Sharifah Norfadzillah Syed Abdul

Rahman

Sistem tuntutan kerja lebih masa secara on-line

3. Syafikah Saidin Sistem Rujukan bahan Pusat Sumber Sekolah

Menengah

of 30

2005-2006

1. Nik Wan Umihaida Bte Wan Ramli Pengujian Navigasi terhadap Aduan Kebajikan

Pelajar

2. Najmiah Bte Ahmad Pengkelasan data Menggunakan NeuroFuzzy

3. Nor Baini Bte Abdullah Sistem Pengurusan E-Pembelajaran Untuk Jabatan

Hematologi USM

4. Azeana Bte Darman Pengecaman Abjad menggunakan Teknik

Rangkaian Neural

5. Suryati Osman @ Mansor Sistem Capaian Maklumat Permohonan

Pengambilan Pasir Sungai Berasaskan Web

6. Nurhidayah Bte Sahar Sistem Pengendalian Rekod Pesakit Klinik

Kesihatan Senggarang

7. Nor Azizah Bte Ahmad Zabidin Sistem Pendaftaran Silat Berasaskan Web

8. Sharifah Norizan Bte Wan Zain Sistem Bantuan Saranan Destinasi Pelancongan di

Sarawak diatas Talian

9. Nur Izzaty Bte Abu Hairi Sistem Saranan Penyelesaian Masalah Prestasi

Relajar Menggunakan Taakulan Berasaskan Kes

2006-2007

1. Sheikhul Anuar Abdullah Sistem diagnosis simpton awal Penyakit

HIV/AIDS berasaskan Web

2. Soraya Saffian Sistem Pakar Diagnosis penyakit koronari jantung

menggunakan teknik Fuzzy Logic

3. Aina Zarina Ahmad Sistem Tempahan Modul Perundingan Secara Atas

Talian

4. Rosfuzah Roslan Sistem Pakar Mendiagnosis Kemurungan Klinikal

Berasaskan Web

5. Ng Choon Ching Unsupervised Kohonen Network for Classification

of Bacterial Protein

6. Afnizanfaizal Abdullah Kajian Keberkesanan Ketepatan Pengecaman cap

jari menggunakan teknik Neuro-Fuzzy

2007-2008

1 Umayr Saifurrahman Ainollotfi Web-Based Student Performance Reporting and

Analysis System

2 W Nur Fatihah W Hassan Sistem Pengenalpastian ibu dan bayi didewan bersalin

berasaskan teknologi RFID

3 Mohd Adib Mohd Jamil Sistem Pengurusan Tadika Iman ELC

4 Nadhirah Rahmat Sistem Pemantauan Kanak2 dan Pengurusan

Perpustakaan Taman Universiti menggunakan

teknologi RFID

5 Dayang Suhana Hamzah Pengecaman Imej Logo Menggunakan Teknik Neural

Network MLP

6 Nurulhuda Ghazali Hybrid PSO and SVM approach for genes selection

and classification of microarray data

2009-2010

of 30

1. Daccaini Thangarajah web based protein 3d viewer using jmol application

2. Elizabeth Chia a grid web portal for molecular dynamics

3. Kah Wun Tyng protein-short motif search using hierarchical clustering

algorithm

4. Noor Shiqim binti Mohd Salleh sistem pengurusan professional arkitek berasaskan web

dan rangkaian gsm untuk pertubuhan akitek malaysia

(pam)

5. Nor Haslindah binti Zaini sistem pengurusan pemilihan majlis perwakilan pelajar

utm berasaskan teknologi gsm

6. Nur Azimah binti Che Husin sistem merekod kehadiran dan pengurusan pelajar di

giat mara menggunakan teknologi gsm

7. Nurul Azlia binti Azizi Penjejakan dan penjadualan bus di utm menggunakan

teknologi rfid dan gsm

2011

1. Chin Hui Shi A pathway-based approach for analyzing microarray

data using random forests

2. Noor Syaídah Salim Sistem Membeli-belah Efesyen Berasaskan Teknologi

Realiti Tambahan.

PRACTICAL STUDENTS (SUPERVISOR)

2005

1. Nor Khalilah Mohamad (830702-03-5316)

2. Siti Sarah Malini Mohd Hanifa (820823-03-5102)

3. Noorhaklina Adnan (821224-03-5180)

Organisasi: Pusat Pengetahuan Komunikasi & Teknologi, Kampus Kesihatan, Universiti Sains

Malaysia,16150 Kubang Kerian, Tel: 09-7653262

1. Nazarudin Derasid (810602-03-5177)

Organisasi: Universiti Teknologi MARA (UiTM),(att: Robizah Sudin), Kampus Machang, Bukit

Ilmu, 18500 Machang, Kelantan, Tel: 09-9762268

2006

1. Prateeba A/P Paragawen 17 Apr-6 July 2006, Kolej Universiti Sains & Teknologi Malaysia)

2. Umpratas Karaszakarnan Sulaiman (811130-01-5921)

3. Yusri Harun (841208-05-5665)

Organisasi: Jalinan Matrik Sdn. Bhd., No 4-2, Jalan 5A/6, Taman Setapak Indah, 53300 Kuala

Lumpur .

2007

1. Nor Suhaila Jusoh

2. Nor Ilyani Yusoff

3. Wan Nurhidayah Wan Abu Bakar

Organisasi: Universiti Malaysia Kelantan

2009-2010

of 30

1. Nurul binti Abdul Latif, International Islamic University,Matric 0538908, 21 Apr- 21 May 2009

2. Nurul Ain Illani Abdullah, International Islamic University,Matric 0530440, 21 Apr- 21 May 2009

Organisasi: Office of Postgraduate Studies, D07, UTM

2010

1. Mohd Faris Mohd Yuseri, SCV 860425295773, Just Mobile Sdn Bhd, 12A-4, 4th

Floor Fraser

Business Park, Jln Metro Pudu 51000 Kuala Lumpur, 14 Dis 2009-30 Apr 2010.

2. Choon Yen Lee, SCV 870330026086, Just Mobile Sdn Bhd, 12A-4, 4th

Floor Fraser Business

Park, Jln Metro Pudu 51000 Kuala Lumpur, 14 dis 2009-30 Apr 2010.

3. Syarifah Hana Afzan Syed Omar Al-Edrus, 2010

4. Mohd Irsyad

2011

1. En Seah Li, 881020015254 Jan 2011

2. Qasem Abdullah Qasem Altashi, 2591495 Jan 2011

Organisasi: Office of Postgraduate Studies, D07, UTM

COMMITTEE MEMBER /ADMINISTRATION

1999

1. Practical Training Committee, Faculty of Computer Science & Information System

2000

1. Practical Training Committee, Faculty of Comp. Science & Information System

2. Faculty Family Day Committee

3. Secretary for Welfare-Committee (JAPNI Apr 2000-Apr 2001)

2001

1. Practical Training Committee, Faculty of Comp. Science & Information System

2. Faculty Family Day Committee and Hari Raya Gathering at Univ. Level.

3. Volunteer at Hospital Sultan Aminah

4. Player (Department team)– Volleyball, Badminton dan Netball

5. Dept. Committee for 32th Ekspo Konvokesyen UTM16/4/2004

2005

2. Coordinator for Bachelor of Computer Science (BioInformatics), 1/6/2005-1/6/2007.

3. Chairperson, International Symposium on Bio-Inspired Computing (BIC‟05), 5/9/2005-7/9/2005,

Puteri Pan Pacific Hotel, Johor.

4. Committee for Postgraduate Annual Research Seminar (PARS‟05).

5. Review Committee for Postgraduate Annual Research Seminar (PAR‟05).

6. Facilitator for Research Methodology Course FSKSM, UTM 2005, 4 Mei 2005.

7. Fasilitator Bengkel Penilaian Pengajaran Pusat Kerjasama UTM Sem I Sesi 2005/2006, Kursus

Ijazah Sarjana Muda/Integrasi, Subjek KP SCP 3093 bagi Pusat Lagenda dan IUCTT, Dewan

Senat UTM, 11 Okt 2005.

of 30

8. Committee for MySec‟05, The 1st Malaysian Software Engineering Conference, 12-13 Dec 2005,

Penang.

9. Interview Panel for „How to get yourself employed‟, FSKSM, 26/10/05.

10. Faculty Marketing Committee, Fakulti Sains Komputer dan Sains Komputer, 1 August 2005-1

August 2007.

2006

1. Faculty Marketing Committee, Fakulti Sains Komputer dan Sains Komputer, 1 August 2005-1

August 2007.

2. Coordinator for Bachelor of Computer Science (BioInformatics) Programme, 1/6/2005-1/6/2007.

3. Committee for ‟Expo on the Art of Computing Technology 2006 (tACT06)‟, 19-22 Jan 2006.

4. Committee for BSc (SE) Program FSKSM, 1 July 2005 – 30 June 2006.

5. Committee for 4th International Conference on Computer Graphics and Interactive Techniques in

Australasia and South-East Asia 29 November - 2 December 2006, Kuala Lumpur

(GRAPHITE2006).

6. Committee for 2nd Malaysian Software Engineering (MYSEC‟2006), 11-12 Dec 2006, Kuala

Lumpur.

7. Committee for Postgraduate Annual Research Seminar (PARS‟06).

8. Review Committee for Postgraduate Annual Research Seminar (PARS‟06)

9. Review panel for SLAB Course 2006, Faculty of Comp. Science & Info. System, UTM, 23 Jun

2006

10. Committee for faculty academic matters (JKAF), 2005-now.

11. Committee for Postgraduate Studies (JKPS), 2005-now.

12. Department Representative for Research and development committee (JKPP), 2006-now.

2007

1. Coordinator for Bachelor of Computer Science (BioInformatics) Programme, 1/6/2005-1/6/2007

2. Committee for faculty‟s academic (JKAF)

3. Committee for Postgraduate Studies (JKPS)

4. Department Representative for Research and development committee (JKPP)

5. Secretary for PARS‟07 (Postgraduate Annual Research Seminar), 5-7 July 2007

6. Committee for Pembentukan Kertas Kerja Master of Computer Science (Soft Computing),

31/12/2007

2008

1. Evaluator for “Graphic and Modelling” Postgraduate Annual Research Seminar 2008

(PARS‟08)”, 1/7/2008 and 3/7/2008

2. Evaluator paperwork for Postgraduate Annual Research Seminar 2008 (PARS 08) at Faculty

of Science Computer and Information System, UTM, 1-3 July 2007

3. Facilitator for (Bengkel Penilaian) Kursus Kaedah Penyelidikan UTM 2008, 23/6/2008

4. Speaker for Briefing and Counselling session for Master Science‟s Programme (Science

Computer) at Suk, Pahang, 29/5/ 2008

5. Facilitator for Kursus Kaedah Penyelidikan UTM 2008 (Title: Academic Writing and Thesis

Presentation), 5-16/5/2008

6. Participant for Bengkel Perancangan Strategik dan Pelan Tindakan Sekolah Pengajian Siswazah

(Sains) dan Sekolah Pengajian Siswazah (Kejuruteraan), 28-29/4/2008

7. Examiner for Projek Sarjana Muda 2 Sem II, session 2007/08, Department of Software

Engineering Faculty of Science Computer and Information System 9-10/4/2008

8. Examiner for Projek Sarjana Muda 2 sem II, session 2007/08, Department of Software

Engineering Faculty of Science Computer and Information System, 7-9/4/2008

9. Examiner for Projek Sarjana Muda 1 Sem II, session 2007/08, Faculty of Science Computer and

Information System, 2/4/2008

of 30

10. Examiner for Master of Science‟s (Computer Science) presentation,25/3/2008-28/3/2008

11. Examiner of 1st phase Assessment for Master of Science and Doctor of Philosophy (Computer

Science) by research‟s presentation sem II 2007/08, 19-20/3/2008

12. Participant of programme Promosi Kursus Sains Komputer, at MidValley Exhibition Hall, 15-

16/3/2008

13. Evaluator for Bengkel Penilaian Teknikal Proposal Sciencefund Kluster Electronic,

Communication and Information Technology For Society (ECOITS), 20/2/2008

14. Committee for faculty‟s academic (JKAF).

15. Committee for Postgraduate Studies (JKPS).

16. Chairperson for PARS‟08 (Postgraduate Annual Research Seminar), July 2008

17. Head of Dept., Office of Postgraduate Office, Faculty of Comp. Science & Info System, Nov

2007-Nov 2009

2009

1. Committee for Faculty‟s Academic (JKAF).

2. Committee for Faculty Postgraduate Studies (JKPS).

3. Committee for University‟s Postgraduate Academic (JAPSU)


5. Head of Dept., Office of Postgraduate Office, Faculty of Comp. Science & Info System,

6. Committee for BioInformatics UG Academic Program, 1 August-31 Dis 2009

7. Organising Committee for 16th

Asia-Pacific Software Engineering Conference (APSEC09), 1-3

Disember 2009, Penang Malaysia

2010

1. Committee for Faculty‟s Academic (JKAF).

2. Committee for Faculty Postgraduate Studies (JKPS).

3. Committee for University‟s Postgraduate Academic (JAPSU)


5. Head of Dept., Office of Postgraduate Office, Faculty of Comp. Science & Info System.

2011

1. Ketua Jabatan Pengajian Siswazah Fakulti Sains Komputer Dan Sistem Maklumat (FSKSM) UTM,

1 Januari 2011- 15 Jun 2011.

2. Academic Advisor, 1 January 2011-31 December 2011.

3. AJK Persatuan Kakitangan Akademik Sesi 2010-2011, 17 Februari 2011.

4. AJK Penyelarasan bersama FSKSM-AIS, 17 Februari 2011-17 Februari 2013.

5. Ahli Jawatankuasa International Conference On Water Resources 2012 (ICWR 2012) Fakulti

Kejuruteraan Awam, 1 Mei 2011 – 31 Mei 2011.

6. Committee for University‟s Postgraduate Academic (JAPSU), Sekolah Pengajian Siswazah, 4

May 2011- 4 May 2013.

7. Timbalan Dekan Pasca Siswazah, FSKSM, 15 Mei 2011- 14 Disember 2013.

8. Jawatan Kuasa Pengurusan Fakulti (FSKSM), 15 Mei 2011- 30 Mei 2013.

9. Committee for Faculty‟s Academic (JKAF), FSKSM, 15 May 2011- 29 May 2013.

10. Committee for Faculty Postgraduate Studies (JKPS), Pasca Siswazah FSKSM, 15 Mei 2011- 30

Mei 2013.

11. Committee for Senate SPS, 20 May 2011-30 May 2013.

12. Ahli Jawatankuasa Penilai Harga SebuTharga Fakulti, 3 August 2011- 3August 2013.

13. AJK Persidangan Antarabangsa WICT 2011, 11 December 2011- 14 December 2011.

14. AJK Persidangan “The 5th Malaysian Software Engineering Conference”, 12 Disember 2011- 14

Disember 2011.

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PROFESSIONAL MEMBERSHIP

1. Malaysian Science and Mathematic Society (PERSAMA), 1999-now.

2. Malaysian Software Engineering Interest Group (MYSEIG), 2006-now.

AWARDS

1. Expo Science & Technology 2001 Award, Invention & Innovation Competition, The Ministry of

Science, Technology & The Environment of Malaysia, 30 June-3 July 2001, Kuala Lumpur

(Bronze Award): Adaptive Web-based Hypermedia Learning System. Team: Norazah Yusof, Nor

Bahiah Ahmad, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim and Paridah Samsuri.

2. Industrial & Technology Exhibition (INATEX 2001), Invention Award: Software Algorithm &

Ideas, Bronze Medal, UTM: SPAtH-An Adaptive Web-based Hypermedia Learning System

3. Anugerah Kepujian Fakulti, FSKSM, 2003. Team: Norazah Yusof, Nor Bahiah Ahmad, Siti

Mariyam Shamsuddin, Siti Zaiton Mohd Hashim and Paridah Samsuri.

4. International IENA 2005, Nurnberg, 5 Nov 2005. Ashum Forecaster – Rough predictor for stock

market returns(Silver Medal). Team: Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim,

Roselina Sallehuddin, Razana Alwi

5. Excellent Service Award UTM Year 2006.

6. Malaysia Technology Expo 2006, 23-25 Feb 2006, Kuala Lumpur, Ministry of Science,

Technology and Innovation Malaysia (Gold Award), Invention/innovation of „Bio-Inspired

Caching Solution‟, Team: Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Harihoddin

Selamat, Abdul Samad Ismail and Farhan Mohamed.

7. Salon International Des Inventions GENEVE, 7 April 2006, Participant, „Bio-CACHE Solution.

8. Appointment to Senior Lecturer (DS 52), 7 May 2007

9. Participant, International Exposition of Research and Inventions of Institution of Higher Learning

2007(Pecipta07), „ImmA-D: Immune-Based Anamoly Detector, 10-12 August 2007 KLCC. Team:

Siti Mariyam Shamsuddin, Anazida Zainal, Siti Zaiton Mohd Hashim, Naomie Salim dan Bariah

10. Copyright UTM : „MCC1513:Advanced in Artificial Intelligence Lecture‟ 10 Mac 2009

11. Patent Filing, „Adaptive RFID Middleware‟, PI 2010003003, UTM, Oct 2010.

12. Copyright UTM: „Overlap Reliable Local Dense Neighbourhood Algorithm‟, 7 Apr 2010.

COMMUNITY SERVICE/OTHERS

1. AJK PIBG Sekolah Rendah Islam Hidayah Johor, 2005-2007

2. Pembentang Kertas Kerja “Pengajaran & Pembelajaran dalam ICT”, Karnival ICT 2007, SK

Murni Pok, Gelang Patah, Johor, 30 June 2007, anjuran: Pejabat Pendidikan Johor.

3. Panel Penilai Teknikal Proposal eScienceFund bagi K-Economy Research Alliance (RAKE), Jan

2010

4. Panel Penilai Bengkel Penilaian Proposal FRGS 1/2010 Research Alliance InfoComm (IcRA),

Feb 2010.

5. Panel Penilai Teknikal Proposal eScienceFund bagi K-Economy Research Alliance (RAKE), Apr

2010.

6. Fasilitator Sesi Bengkel (FSKSM) Kursus SLAB UTM, 14-24 Jun 2010

7. Penceramah Bengkel Metodologi Penyelidikan-Penulisan Tesis dan Lapuran Penyelidikan,

Sekolah Pengajian Siswazah, UTM, 23 Jan 2011, N24

8. Panel penyediaan Kertas Kerja Program Baru (Master of Software Engineering), Jun 2010.

9. Panel Penilai Projek SKIT, KUT MARA, Technovation Park, UTM Skudai, Jun 2010.

10. Panel Penilai Projek SKIT, Bilik Aktiviti, CICT, UTM

11. Pengerusi Peperiksaan Lisan (VIVA), Mohd Arfian Ismail, MSc CS, Aras 4, D07, FSKSM, 21 Dis

2010

12. Penilai Bengkel Penilaian Proposal FRGS 1/2010, RMC UTM

13. Pengerusi Peperiksaan Lisan (VIVA), Mohd Zakree Ahmad Nazri, PHD CS, 24 Dis 2010

of 30

14. Bertugas di „UTM POSTGRADUATE INFO DAY 2010‟, UTM International Campus, Kuala

Lumpur, 23 & 24 Jan 2010

15. Evaluator for Postgraduate Annual Research Seminar 2010 (PARS2010) paper submission,

FSKSM 21-25th

June 2010.

16. Technical program committee Computational Intelligence, Modeling and Simulation 2010

(CIMSim2010).

17. Penilai, Seminar Pasca Siswazah Bagi Pelajar Mod Penyelidikan Dan Diktor Falsafah Fakulti

Teknologi Maklumat Dan Komunikasi, UTEM, 19 Disember 2011.

18. Pengerusi Peperiksaan Lisan, 29 November 2011.

19. Pengerusi Persidangan Antarabangsa “Parallel Session Chair”, 5 Disember 2011 – 8 Disember

2011.

20. Panel Penilai Bagi Geran Universiti Penyelidikan (GUP) Di Bawah K-Economy Research

Alliance, 8 Disember 2011.

21. Petugas Study Malaysia Education Fair 2011, 12 Mac 2011- 13 Mac 2011.

22. Panel Penilai Pemantauan Teknikal Projek Penyelidikan FRGS RMK 9 untuk Kluster Electronics,

Information Communication Technologies For Society (ECOITS), 2011

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