TN TI : NG DNG DATA MINING H TR SINH VIN CHN MN HC MODULE 1: MN HC T YU CU MST : NL3TH_01 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) S dng lut kt hp (Association Rule) tm ra cc lut lin quan gia cc mn m sinh vin hc tt. V d: Nu SV hc mn CSDL trong hc k 5 t kt qu kh th s hc mn PTHT trong hc k 6 s t kt qu tt,nhm gip sinh vin la chn mn hc tip theo da trn kt qu cc mn m mnh hc. Cc yu cu c bn cn t c: Tm hiu v lut kt hp (Association Rules) Tm hiu phn mm WEKA (c th download ti a ch: http://www.cs.waikato.ac.nz/ml/weka/) To ng dng (C sn open source ca WEKA, ch cn modify li cho ph hp vi bi ton) o u vo: Kt qu thi t ca cc mn hc o u ra: Tp cc lut, chng hn nh: CSDL = Good PTHT = Very Good CTDL = Very Good GT = Excellent Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) JAVA D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Lin h vi GVHD copy d liu v ti liu lin quan. Cc ti liu v JAVA http://www.cs.waikato.ac.nz/ml/weka/

TN TI : NG DNG DATA MINING H TR SINH VIN CHN MN HC MODULE 2: MN HC CHA T YU CU MST : NL3TH_02 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) S dng lut kt hp (Association Rule) tm ra cc lut lin quan gia cc mn hc m sinh vin hc cha t. V d: Nu SV hc mn CSDL trong hc k 5 cha t th s hc mn PTHT trong hc k 6 s cha t,nhm gip sinh vin nh hng trc mnh c nn la chn mn hc tip theo khng. Cc yu cu c bn cn t c: Tm hiu v lut kt hp (Association Rules) Tm hiu phn mm WEKA (c th download ti a ch: http://www.cs.waikato.ac.nz/ml/weka/) To ng dng (C sn open source ca WEKA, ch cn modify li cho ph hp vi bi ton) o u vo: Kt qu cha t ca cc mn hc o u ra: Tp cc lut, chng hn nh: CSDL = Fail PTHT = Fail CTDL = Fail GT = Fail Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) JAVA D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Lin h vi GVHD copy d liu v ti liu lin quan. Cc ti liu v JAVA http://www.cs.waikato.ac.nz/ml/weka/

TN TI : NG DNG DATA MINING D ON KT QU HC TP CA SINH VIN WEB MODULE 1: S DNG D LIU TUYN SINH U VO MST : NL3TH_03 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) S dng cy quyt nh (Decision Tree) d on kt qu hc tp ca sinh vin da trn thng tin u vo (thng tin ny c ly t k thi tuyn sinh). Chng hn ta s dng cc thng tin nh: tui, gii tnh, im u tin, im thi i hc,.. d an xem kt qu nm th nht sinh vin t loi g (trung bnh, kh,) Ch : Xy dng ng dng trn WEB. Cc yu cu c bn cn t c: Tm hiu v cy quyt nh (Decision Tree) Tm hiu phn mm WEKA (c th download ti a ch: http://www.cs.waikato.ac.nz/ml/weka/) To ng dng (C sn open source ca WEKA, ch cn modify li cho ph hp vi bi ton) o u vo: thng tin ca sinh vin nh tui, gii tnh, im u tin, im thi i hc,.. o u ra: Kt qu cui nm th nht (rt, kh, gii,..) Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) JSP hoc Java Servlet D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Lin h vi GVHD copy d liu v ti liu lin quan. Cc ti liu v JAVA, JSP, Servlet http://www.cs.waikato.ac.nz/ml/weka/

TN TI : NG DNG DATA MINING D ON KT QU HC TP CA SINH VIN WEB MODULE 2: S DNG D LIU TUYN SINH U VO KT HP VI KT QU TRONG I HC. MST : NL3TH_04 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) S dng cy quyt nh (Decision Tree) d on kt qu hc tp nm th 4 ca sinh vin da trn thng tin u vo (thng tin ny c ly t k thi tuyn sinh) v kt qu nm th 3. Chng hn ta s dng cc thng tin nh: tui, gii tnh, im u tin, im thi i hc, TB nm th 3,.. d an xem kt qu nm th t sinh vin t loi g (trung bnh, kh,) Ch : Xy dng ng dng trn WEB. Cc yu cu c bn cn t c: Tm hiu v cy quyt nh (Decision Tree) Tm hiu phn mm WEKA (c th download ti a ch: http://www.cs.waikato.ac.nz/ml/weka/) To ng dng (C sn open source ca WEKA, ch cn modify li cho ph hp vi bi ton) o u vo: thng tin ca sinh vin nh tui, gii tnh, im u tin, im thi i hc, TB nm th 3,.. o u ra: Kt qu cui nm th t (rt, kh, gii,..) Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) JSP hoc Java Servlet D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Lin h vi GVHD copy d liu v ti liu lin quan. Cc ti liu v JAVA, JSP, Servlet http://www.cs.waikato.ac.nz/ml/weka/

TN TI : NG DNG DATA MINING D ON KT QU TT NGHIP CA SINH VIN MST : NL3TH_05 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) S dng cy quyt nh (Decision Tree) d on kt qu tt nghip ca sinh vin da trn thng tin u vo (thng tin ny c ly t k thi tuyn sinh) Chng hn ta s dng cc thng tin nh: tui, gii tnh, im u tin, im thi i hc,.. d an xem khi vo i hc sinh vin s tt nghip t loi g (trung bnh, kh,) Ch : Xy dng ng dng WEB. Cc yu cu c bn cn t c: Tm hiu v cy quyt nh (Decision Tree) Tm hiu phn mm WEKA (c th download ti a ch: http://www.cs.waikato.ac.nz/ml/weka/) To ng dng (C sn open source ca WEKA, ch cn modify li cho ph hp vi bi ton) o u vo: thng tin ca sinh vin nh tui, gii tnh, im u tin, im thi i hc,.. o u ra: Xp loi tt nghip (trung bnh, kh, gii,..) Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) JSP hoc Java Servlet D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Lin h vi GVHD copy d liu v ti liu lin quan. Cc ti liu v JAVA, JSP, Servlet http://www.cs.waikato.ac.nz/ml/weka/

TN TI : WEBSITE BN THC N NHANH (ONLINE FAST FOOD) MST : NL3TH_06 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) To mt trang web bn thc n nhanh (fast food) trc tuyn gm t nht 2 phn: phn dnh cho ngi qun tr v phn dnh cho khch hng. Khch hng c th t mua thc n trn mng, sau ngi qun tr s vo h thng kim tra xem nhng khch hng no t mua nhng sn phm g, s lng tng ng, nhm cung cp n tn a ch m khch hng yu cu. Cc yu cu c bn cn t c: Trang ch trnh by cc sn phm mi c cp nht v cc sn phm c mua nhiu nht (c hnh nh v gi c km theo) Phn (trang) dnh cho khch hng: o Cho php to mt ti khon mi ng nhp vo h thng. o Sau khi khch hng chn mua sn phm, nhng sn phm ny s c a vo gi hng. Gi hng gm tn sn phm, n gi, s lung, v thnh tin. o Cho php khch hng cp nht gi hng. Phn dnh cho ngi qun tr (Ch c ngi qun tr mi c quyn ny) c kh nng: o Cp nht sn phm mi (Thm, sa, xa) o Kim tra tnh trng gi hng ca khch hng, nhng khch hng no c p ng v nhng khch hng no cha c p ng. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Do sinh vin t chn min l p ng c yu cu. (Gi : Ngn ng PHP v MySQL) D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu bi ton, tm hnh nh v thng tin v cc sn phm lin quan. To c s d liu, Coding, vit bo co. Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Cc ti liu lin quan n PHP v MySQL (hoc ngn ng khc do sinh vin chn) www.vnemart.com.vn

TN TI : THNG MI IN T CHO MT HNG TH CNG M NGH MST : NL3TH_07 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) To mt trang web bn hng th cng m ngh (cc sn phm my tre, tranh, gm, s,..) trc tuyn gm t nht 2 phn: phn dnh cho ngi qun tr v phn dnh cho khch hng. Khch hng c th t mua sn phm trn mng, sau ngi qun tr s vo h thng kim tra xem nhng khch hng no t mua nhng sn phm g, s lng tng ng, nhm cung cp n tn a ch m khch hng yu cu. Cc yu cu c bn cn t c: Trang ch trnh by cc sn phm mi c cp nht v cc sn phm c mua nhiu nht (c hnh nh v gi c km theo) Phn (trang) dnh cho khch hng: o Cho php to mt ti khon mi ng nhp vo h thng. o Sau khi khch hng chn mua sn phm, nhng sn phm ny s c a vo gi hng. Gi hng gm tn sn phm, n gi, s lung, v thnh tin. o Cho php khch hng cp nht gi hng. Phn (trang) dnh cho ngi qun tr (Ch c ngi qun tr mi c quyn ny): o Cp nht sn phm mi (Thm, sa, xa) o Kim tra tnh trng gi hng ca khch hng, nhng khch hng no c p ng v nhng khch hng no cha c p ng. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Do sinh vin t chn min l p ng c yu cu. (Gi : Ngn ng PHP v MySQL) D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu bi ton, tm hnh nh v thng tin v cc sn phm lin quan. To c s d liu, Coding, vit bo co Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Cc ti liu lin quan n PHP v MySQL (hoc ngn ng do SVchn) www.vnemart.com.vn

TN TI : WEBSITE MUA BN RAO VT SN PHM MST : NL3TH_08 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) To mt trang web cho php ngi dng rao vt sn phm trc tuyn, gm t nht 2 phn: phn dnh cho ngi rao bn v phn dnh cho ngi mua. Ngi cn bn c th ng sn phm ca mnh gm m t v sn phm, gi c, hnh nh (nu c). Tng t cho ngi mua (c th khng cn hnh nh) Cc yu cu c bn cn t c: Trang ch trnh by cc sn phm mi c rao, th t s gim dn theo thi gian (mi trc, c sau). Qun tr ngi dng, cho php bt k ngi dng no cng c th to mt ti khon mi ng nhp vo h thng. Phn (trang) dnh cho ngi bn: o T to thng tin lin lc ca h (tn, a ch, s in thai,..), v thng tin cho sn phm cn bn (tn sn phm, gi bn, hnh nh minh ha, ngy ht hn vic rao bn). o C th cp nht cc tin rao. Phn (trang) dnh cho ngi mua: o To thng tin lin lc ca h (tn, a ch, s in thai,..), v thng tin cho sn phm cn mua (tn sn phm, gi c th chp nhn, ngy ht hn vic rao mua..). o C th cp nht thng tin rao. H thng s t kim tra v xa b nhng tin ht hn (Cn c vo ngy m ngi dng nhp trn) hoc trn 30 ngy k t ngy ng thng tin. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Do sinh vin t chn min l p ng c yu cu. (Gi : Ngn ng PHP v MySQL) D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu bi ton, to c s d liu, Coding, vit bo co Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Cc ti liu lin quan n PHP v MySQL (hoc ngn ng khc do sinh vin chn) www.muabanraovat.com www.chodientu.com

TN TI : WEBSITE T V XE KHCH CHT LNG CAO MST : NL3TH_09 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) To trang web cho mt cng ty c phn xe khch cht lng cao nhm cho php ngi dng t v xe trc tuyn. Khch hng c th chn t thng tin v chuyn xe mnh cn i; nhn vin bn v c th xem thng tin v nhng gh c t trn nhng chuyn xe . Cc yu cu c bn cn t c: Phn (trang) dnh cho khch hng: o Cho php to mt ti khon mi ng nhp vo h thng (gm c tn khch, a ch, s in thai lin lc) o ng k bng cch chn tuyn xe, ngy i, gi i, s th t gh ngi, a im n khch. o Khch c th cp nht cc thng tin t. o Cn ch v tnh mm do v cc rng buc, chng hn h thng s hin th cc gh cn trng sau khi ngi dng chn thng tin v tuyn xe v thi gian i. H thng s khng cho php ngi dng ng k vo gh c ngi khc ng k trc. Phn (trang) dnh cho nhn vin bn v: o Cp nht lch trnh xe: Tuyn xe, s xe, ngy, gi khi hnh. o Xem thng tin ca mi tuyn xe, ngy gi bit gh no cn trng, gh no c t ch, hin th s xe nh hnh minh ha:1 Anh Thi T: 831301 4 .. 14 2 5 .. 15

Gh c ngi t

3 Ch Hoa T: 0913.123456 .. 13

Gh cn trng

Khi click chut vo gh c ngi t, h thng s hin th y thng tin v ngi ny. o t gh cho nhng khch hng gi in thoi n yu cu. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Do sinh vin t chn min l p ng c yu cu. (Gi : Ngn ng PHP v MySQL) D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin)

Tm hiu bi ton, to c s d liu, Coding, vit bo co. Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Cc ti liu lin quan n PHP v MySQL (hoc ngn ng khc do sinh vin chn)

TN TI : XY DNG WEBSITE CHO CU LC B CNTT MST : NL3TH_10 GIO VIN RA TI: NGUYN THI NGHE B mn : HTTT-TUD Email : ntnghe@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) To trang web gii thiu v Cu lc b CNTT, cp nht cc thng tin nh: thnh vin CLB, cc thng bo, cc chuyn , lch trc ca nghim ch vin,.. Cc yu cu c bn cn t c: Trang ch hin th nhng thng bo, chuyn mi nht Qun tr ngi dng Cp nht danh sch thnh vin Cp nht lch trc ca nghim ch vin Cp nht cc thng bo Cp nht danh sch cc chuyn (Cho php upload cc file chuyn Word, Pdf, Power Point) Tt c cc thao tc cp nht th phi login vo h thng, ring phn download v xem thng tin th mi ngi u c th thc hin c. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Do sinh vin t chn min l p ng c yu cu. (Gi : Ngn ng PHP v MySQL) D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu bi ton, to c s d liu, Coding, vit bo co. Ti liu tham kho : (gio trnh, sch, bo, trang web, ) Cc ti liu lin quan n PHP v MySQL (hoc ngn ng khc do sinh vin chn)

TN TI : S DNG TH VIN HA CA OPENGL V HNH TRONG KHNG GIAN 3 CHIU ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_11 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v OpenGL - S dng th vin ha ca OpenGL v hnh trong khng gian 3 chiu. - Tm hiu cc hm lin quan n cc php bin hnh ca OpenGL - V hnh v s dng cc php bin hnh trong khng gian 3 chiu. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v OpenGL bao gm : Cc phn t ha c bn v s thc hin lnh. Cch lm vic ca OpenGL, cc loi thao tc m OpenGL kim sot . Tm hiu thm v cng ngh : Transformation 3D, Lighting, Textures, Shadow, Reflection. - Phn demo: Giao din ep, mu sc hi ha, thn thin vi ngi s dng. Hnh nh sinh ng minh ha trong khng gian 3 chiu. NGN NG LP TRNH: C, Visual C++, Java. TI LIU THAM KHO: - Tm hiu th vin ha ca OPENGL (gp gio vin hng dn).

TN TI : S DNG TH VIN HA CA OPENGL V NG CONG V MT CONG BEZIER, B-SPLINE ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_12 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v OpenGL - S dng th vin ha ca OpenGL v hnh trong khng gian 3 chiu. - Tm hiu khi nim v cch xy dng ng cong v mt cong Bezier, B-spline. - V ng cong, mt cong Bezier, B-spline. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v OpenGL bao gm : Cc phn t ha c bn v s thc hin lnh. Cch lm vic ca OpenGL, cc loi thao tc m OpenGL kim sot . Tm hiu cch xy dng hm v ng cong v mt cong Bezier, B-spline ca OpenGL. - Phn demo: Giao din ep, mu sc hi ha, thn thin vi ngi s dng. Hnh nh sinh ng minh ha ng cong v mt cong Bezier, B-spline. NGN NG LP TRNH: C, Visual C++, Java. TI LIU THAM KHO: - Tm hiu th vin ha ca OPENGL (gp gio vin hng dn).

TN TI : TO CA S V CT HNH THEO GII THUT COHEN - SUTHERLAND. MST : NL3TH_13 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v ca s, cch m vng theo gii thut Cohen-Sutherland. - Xy dng gii thut clipping loi b cc phn hnh nh nm bn ngai bin ca s. - nh x mt vng t ca s vo trong mt vng quan st, kt qu l ch hin th nhng phn trong phm vi ca s. YU CU C BN CN T C CA TI: - Trnh by l thuyt v : Gii thut Cohen-Sutherland. Thit k s khi tm tt thut ton Cohen-Sutherland. Xy dng v d minh ha cho phn l thuyt. - Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. Hnh nh vi mu sc hi ha. C th thm m thanh vo cho chng trnh sinh ng. NGN NG LP TRNH: C - Delphi - Java - Visual C++ TI LIU THAM KHO: Donald Hearn, M. Pauline Baker; Computer Graphics; Prentice-Hall, Inc., Englewood Cliffs, New Jersey , 1986. V Mnh Tng, Dng Anh c, Trn an Th, L Quc Ngc. Gio trnh Nhp mn ho & x l nh.1995. Lm Th Ngc Chu, Phan Tn Ti, Nguyn Cng Danh. K thut ha. Gio trnh bin son tng cng hiu qu o to v nng lc t o to ca sinh vin khoa CNTT-HCT.

TN TI : TO CA S V CT HNH THEO GII THUT LIANG-BARSKY MST : NL3TH_14 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v ca s, cch m vng theo gii thut Liang-Barsky. - Xy dng gii thut clipping loi b cc phn hnh nh nm bn ngai bin ca s. - nh x mt vng t ca s vo trong mt vng quan st, kt qu l ch hin th nhng phn trong phm vi ca s. YU CU C BN CN T C CA TI: - Trnh by l thuyt v : Gii thut Liang-Barsky. Thit k s khi tm tt thut ton Liang-Barsky. Xy dng v d minh ha cho phn l thuyt. Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. Hnh nh vi mu sc hi ha. C th thm m thanh vo cho chng trnh sinh ng. NGN NG LP TRNH: C - Delphi - Java - Visual C++ TI LIU THAM KHO: Donald Hearn, M. Pauline Baker; Computer Graphics; Prentice-Hall, Inc., Englewood Cliffs, New Jersey , 1986. V Mnh Tng, Dng Anh c, Trn an Th, L Quc Ngc. Gio trnh Nhp mn ho & x l nh.1995. Lm Th Ngc Chu, Phan Tn Ti, Nguyn Cng Danh. K thut ha. Gio trnh bin son tng cng hiu qu o to v nng lc t o to ca sinh vin khoa CNTT-HCT.

TN TI : TM HIU KHAI M D LIU (DATA MINING) S DNG LUT KT HP (ASSOCITION RULE) ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_15 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v data mining, cc ng dng. - Tm hiu lut kt hp. - Cho v d minh ha. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim dataming, cc ng dng trong thc t. Khi nim v kt hp, thut ton chnh tm cc lut kt hp. Thit k s khi tm tt thut ton tm lut kt hp. Xy dng v d minh ha cho phn l thuyt. Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. C s d liu tng i (trn 100 records) NGN NG LP TRNH: Visual Basic. TI LIU THAM KHO: Pieter Adriaans - Dolf Zantinge, DATA MINING, Addison-Wesley -1988.

TN TI : TM HIU KHAI M D LIU (DATA MINING) LOI B LUT THA KHI C S TRI THC ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_16 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v data mining, cc ng dng. - Tm hiu lut tha. - Cho v d minh ha. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim dataming, cc ng dng trong thc t. Th no l lut tha ? Thut ton xc nh lut tha. Thut ton lai b lut tha. Thit k s khi tm tt thut ton tm lut kt hp. Xy dng v d minh ha cho phn l thuyt. Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. C s d liu tng i (trn 100 records) NGN NG LP TRNH: Visual Basic. TI LIU THAM KHO: Pieter Adriaans - Dolf Zantinge, DATA MINING, Addison-Wesley -1988.

TN TI : TM HIU KHAI M D LIU (DATA MINING) LOI B CC LUT MU THUN TRONG C S TRI THC ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_17 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v data mining, cc ng dng. - Tm hiu lut mu thun. - Cho v d minh ha. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim dataming, cc ng dng trong thc t. Khi nim v lut mu thun, thut ton loi b cc lut mu thun. Thit k s khi tm tt thut ton. Xy dng v d minh ha cho phn l thuyt. Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. C s d liu tng i (trn 100 records) NGN NG LP TRNH: Visual Basic. TI LIU THAM KHO: Pieter Adriaans - Dolf Zantinge, DATA MINING, Addison-Wesley -1988.

TN TI : TM HIU KHAI M D LIU (DATA MINING) PHT HIN VNG LP TRONG C S TRI THC ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_18 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v data mining, cc ng dng. - Tm hiu v vng lp trong suy din. - Cho v d minh ha. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim dataming, cc ng dng trong thc t. Khi nim v vng lp trong suy din, thut ton pht hin vng lp. Thit k s khi tm tt thut ton. Xy dng v d minh ha. Phn demo: Vit chng trnh da vo s khi. Giao din p, thn thin vi ngi s dng. C s d liu tng i (trn 100 records) NGN NG LP TRNH: Visual Basic. TI LIU THAM KHO: Pieter Adriaans - Dolf Zantinge, DATA MINING, Addison-Wesley -1988.

TN TI : TM HIU VIC TRUY TM NH DA VO NI DUNG NH (CONTENT-BASED IMAGE RETRIEVAL) ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_19 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu v nh s. - Cch lu tr nh bng ni dung. - Truy tm nh da vo ni dung. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim trch lc v ha hp c trng nh (Feature Extraction and Integration). Khi nim v hm ng dng (similiarity function). Thit k ch mc cho c s d liu nh da vo c trng nh (Feature Indexing). Xy dng v d minh ha vic truy tm nh. Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 50 nh ) NGN NG LP TRNH: Visual Basic, Visual C++, Java. TI LIU THAM KHO Vittorio Castelli, Lawrence D.Bergman. IMAGE DATABESE. John Wiley & Sons, INC.

TN TI : TM HIU VIC TRUY TM NH DA VO MU SC (COLOR FOR IMAGE RETRIEVAL) ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_20 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu v nh s. - Cch lu tr nh bng mc sc c trn nh. - Truy tm nh da vo mu. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim miu t mu ca nh (Color Descriptor Extraction). Khang cch nhn din mu (color descriptor metrics). Thit k ch mc cho c s d liu nh da vo c trng mu (Feature Indexing). Xy dng v d minh ha vic truy tm nh. Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 50 nh ) NGN NG LP TRNH: Visual Basic, Visual C++, Java. TI LIU THAM KHO Vittorio Castelli, Lawrence D.Bergman. IMAGE DATABESE. John Wiley & Sons, INC.

TN TI : TM HIU VIC TRUY TM NH DA VO KT CU NH (TEXTURE FEATURES FOR IMAGE RETRIEVAL) ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_21 GIO VIN RA TI: THC SI LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu v nh s. - Cch lu tr nh bng c trng b cc nh. - Truy tm nh da vo kt cu b cc. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim c trng b cc nh (Texture Feature). Xy dng c s d liu c trng b cc nh (Texture Feature Based on Spatial-Domain Analysis). Thit k ch mc cho c s d liu nh da vo c trng b cc nh (Feature Indexing). Xy dng v d minh ha vic truy tm nh. - Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 50 nh ) NGN NG LP TRNH: Visual Basic, Visual C++, Java. TI LIU THAM KHO Vittorio Castelli, Lawrence D.Bergman. IMAGE DATABESE. John Wiley & Sons, INC.

TN TI : TM HIU VIC TRUY TM NH DA VO HNH DNG NH (SHAPE REPRESENTATION FOR IMAGE RETRIEVAL) ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_22 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu v nh s. - Cch lu tr nh bng c trng hnh dng. - Truy tm nh da vo hnh dng. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Khi nim c trng hnh dng nh (Representation of shape). Tm hiu cc gii thut truy tm nh da vo hnh dng bao gm : Matching, Shape similarity, Validation. Xy dng v d minh ha vic truy tm nh. Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 10 nh ) NGN NG LP TRNH: Visual Basic, Visual C++, Java. TI LIU THAM KHO Vittorio Castelli, Lawrence D.Bergman. IMAGE DATABESE. John Wiley & Sons, INC.

TN TI : TM HIU V S DNG GNU OCTAVE TRONG X L NH ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_23 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: Octave c xut bi J.B. Rawlings, i hc Wiscosin-Madison v J.G. Ekerdt, i hc Texas nhm phc v vic tnh ton s v v th. Ngoi ra, Octave h tr cc php x l nh. nh s trn my tnh c th c xem nh mt ma trn cc im nh. Nh vo cc php ton trn ma trn c th d dng thc hin mt s php ton c bn trn nh. Octave l phn mm min ph m ngun m, c th gii cc bi ton phc tp nh kh nhiu nh, pht hin ng bin ca nh. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : Octave cn bn bao gm c php, cc hm c bn. Tm hiu nh mc xm, t chc , cc php ton trn t chc , x l ln cn. Xy dng v d minh ha. Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 10 nh ) NGN NG LP TRNH: GNU OCTAVE. TI LIU THAM KHO Lin h gio vin hung dn.

TN TI : KHAI M D LIU VI NGN NG R ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_24 GIO VIN RA TI: THC SI LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: R l ngn ng lp trnh hm cp cao va l mt mi trng dnh cho tnh ton thng k. R h tr rt nhiu cng c cho phn tch d liu, khai ph tri thc v khai m d liu nhng li l phn mm min ph m ngun m. R rt d hc v c th pht trin nhanh cc ng dng khai m d liu trong thi gian ngn. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v : R cn bn bao gm c php, cc hm c bn. Tm hiu lut lin kt, R h tr nh th no cho qu trnh khai m d liu. Xy dng v d minh ha bao gm: - Chn d liu lin quan n lnh vc ng dng v nghin cu. - Tin x l d liu nhm lai b nhiu, rt gn d liu nu cn thit. - R c th h tr c qu trnh khm ph tri thc v khai m d liu thng qua cc hm tin ch sn c cho vic truy xut d liu t cc tp tin hay cc c s d liu quan h, cc gii thut hc v cc phng php hin th d liu. Phn demo: Vit chng trnh da vo phn l thuyt tm hiu. Giao din p, thn thin vi ngi s dng. C s d liu tng i ( 100 records ) NGN NG LP TRNH: Ngn ng R. TI LIU THAM KHO Lin h gio vin hung dn.

TN TI : S DNG TH VIN HA CA JAVA-3D V HNH TRONG KHNG GIAN 3 CHIU ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_25 GIO VIN RA TI: THC SI LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v JAVA-3D - S dng th vin ha ca JAVA-3D v hnh trong khng gian 3 chiu. - Tm hiu cc hm lin quan n cc php bin hnh ca JAVA-3D - V hnh v s dng cc php bin hnh trong khng gian 3 chiu. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v JAVA-3D bao gm : Cc phn t ha c bn v s thc hin lnh. Cch lm vic ca JAVA-3D, cc loi thao tc m JAVA-3D kim sot . Tm hiu thm v cng ngh : Transformation 3D, Lighting, Textures, Shadow, Reflection. - Phn demo: Giao din ep, mu sc hi ha, thn thin vi ngi s dng. Hnh nh sinh ng minh ha trong khng gian 3 chiu. NGN NG LP TRNH: Java. TI LIU THAM KHO: - Lin h gio vin hng dn.

TN TI : TM HIU V S DNG 3D-MAX TO MT ON PHIM HAT HNH ( ti c th pht trin thnh lun vn tt nghip) MST : NL3TH_26 GIO VIN RA TI: THC S LM TH NGC CHU B mn: H Thng Thng Tin & Ton ng dng Email: ltnchau@cit.ctu.edu.vn PHM VI NI DUNG CA TI: - Tm hiu khi nim v 3D-Max - S dng phn mm ha 3D-Max v hnh trong khng gian 3 chiu. - Tm hiu cc hm lin quan n cc php bin hnh trong khng gian 3 chiu. - To mt on phim hot hnh 3 chiu. YU CU C BN CN T C CA TI (sinh vin phi c c ti liu ting Anh): - Trnh by l thuyt v 3D-Max bao gm : Cc phn t ha c bn v s thc hin lnh. Cch lm vic v cc loi thao tc m 3D-Max kim sot . Tm hiu thm v cng ngh : Transformation 3D, Lighting, Textures, Shadow, Reflection. Cch to on phim hot hnh. - Phn demo: Giao din ep, mu sc hi ha, thn thin vi ngi s dng. Hnh nh sinh ng minh ha trong khng gian 3 chiu. NGN NG LP TRNH: 3D-Max, Visual C++, Java. TI LIU THAM KHO: Lin h gio vin hng dn.

TN TI : XY DNG NG DNG CHO PHP TRUYN FILE GIA CC MY MST : NL3TH_27 GIO VIN RA TI: NGUYN TH MINH LUN B mn : H thng my tnh v truyn thng Email : ntmluan@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) ti ny nhm gip SV vn dng cc kin thc v lp trnh truyn thng xy dng mt ng dng cho php trao i d liu gia cc my vi nhau Cc yu cu c bn cn t c: Vit mt ng dng FTP (Server v Client) h tr ti thiu cc lnh sau: CWD,RETR,STOR,DELE,MKD,RMD,LIST. Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Ngn ng lp trnh s dng Java hoc bt c ngn ng no khc c h tr SV c th ci t trn Windows hoc linux D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu giao thc (RFC959): 1 tun Ci t chng trnh : 4 tun Vit bo co: 1 tun Ti liu tham kho : (gio trnh, sch, bo, trang web, ) http://www.ietf.org/rfc/rfc0959.txt [NN2005] Ng B Hng & Nguyn Cng Huy, Lp trnh truyn thng, i Hc Cn Th, 2005. [Har2004] Elliotte Rusty Harold, Java Network Programming, OReilly, Third Edition, 2004.

TN TI : XY DNG NG DNG CHO PHP NHN MAIL THEO GIAO THC POP3 MST : NL3TH_28 GIO VIN RA TI: NGUYN TH MINH LUN B mn : H thng my tnh v truyn thng Email : ntmluan@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) ti ny nhm gip SV vn dng cc kin thc v lp trnh truyn thng xy dng mt ng dng cho php nhn mail bng giao thc POP Cc yu cu c bn cn t c: Vit mt ng dng POP (Server v Client) h tr ti thiu cc lnh sau: STAT, LIST, RETR, DELE, QUIT, USR, PASS Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Ngn ng lp trnh s dng Java hoc bt c ngn ng no khc c h tr SV c th ci t trn Windows hoc linux D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu giao thc (RFC1939): 1 tun Ci t chng trnh : 4 tun Vit bo co: 1 tun Ti liu tham kho : (gio trnh, sch, bo, trang web, ) http://www.ietf.org/rfc/rfc1939.txt [NN2005] Ng B Hng & Nguyn Cng Huy, Lp trnh truyn thng, i Hc Cn Th, 2005. [Har2004] Elliotte Rusty Harold, Java Network Programming, OReilly, Third Edition, 2004.

TN TI : XY DNG NG DNG CHO PHP NHN MAIL THEO GIAO THC IMAP MST : NL3TH_29 GIO VIN RA TI: NGUYN TH MINH LUN B mn : H thng my tnh v truyn thng Email : ntmluan@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) ti ny nhm gip SV vn dng cc kin thc v lp trnh truyn thng xy dng mt ng dng cho php nhn mail bng giao thc IMAP Cc yu cu c bn cn t c: Vit mt ng dng IMAP (Server v Client) h tr ti thiu cc lnh sau: LIST, LOGIN, SELECT, CREATE, DELETE, RENAME, LOGOUT, Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Ngn ng lp trnh s dng Java hoc bt c ngn ng no khc c h tr SV c th ci t trn Windows hoc linux D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu giao thc (RFC2060): 1 tun Ci t chng trnh : 4 tun Vit bo co: 1 tun Ti liu tham kho : (gio trnh, sch, bo, trang web, ) http://www.ietf.org/rfc/rfc2060.txt [NN2005] Ng B Hng & Nguyn Cng Huy, Lp trnh truyn thng, i Hc Cn Th, 2005. [Har2004] Elliotte Rusty Harold, Java Network Programming, OReilly, Third Edition, 2004.

TN TI : XY DNG NG DNG CHO PHP GI MAIL THEO GIAO THC SMTP MST : NL3TH_30 GIO VIN RA TI: NGUYN TH MINH LUN B mn : H thng my tnh v truyn thng Email : ntmluan@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) ti ny nhm gip SV vn dng cc kin thc v lp trnh truyn thng xy dng mt ng dng cho php gi mail bng giao thc SMTP Cc yu cu c bn cn t c: Vit mt ng dng SMTP (Server v Client) h tr ti thiu cc lnh sau: MAIL, RCPT, DATA, HELO, SEND, HELP, QUIT Mi trng ci t: (cc ngn ng lp trnh cho php sinh vin c th chn thc hin, cc yu cu phn mm v cu hnh my tnh, ) Ngn ng lp trnh s dng Java hoc bt c ngn ng no khc c h tr SV c th ci t trn Windows hoc linux D kin tin trnh thc hin : (d kin ni dung v phn b thi gian thc hin) Tm hiu giao thc (RFC821): 1 tun Ci t chng trnh : 4 tun Vit bo co: 1 tun Ti liu tham kho : (gio trnh, sch, bo, trang web, ) http://www.ietf.org/rfc/rfc0821.txt [NN2005] Ng B Hng & Nguyn Cng Huy, Lp trnh truyn thng, i Hc Cn Th, 2005. [Har2004] Elliotte Rusty Harold, Java Network Programming, OReilly, Third Edition, 2004.

TN TI : TR CHI QUAY HNH MST : NL3TH_31 GIO VIN RA TI : Ths. Phm Th Ngc Dim B mn : HTTT -TUD Email : ptndiem@cit.ctu.edu.vn C T TI : Tr chi quay hnh l mt tr chi c dng nh sau :

Hnh 1 Hnh 2 Hnh 3 Hnh 4

Trong hnh 1, hnh 2, hnh 3 v hnh 4, mi hnh l mt hnh vung c 4 mt. Mi mt c mt hnh khc nhau. Khi ngi chi bt u chi th 4 hnh vung ny s c quay vng quanh mt trc mt cch ngu nhin v dn dn dng li. Nu khi dng li c 4 hnh vung u c chung mt hnh th ngi chi thng cuc v c tnh im. YU CU CA TI : V l thuyt : - Kin thc v ngn ng v k nng lp trnh - Kin thc x l hnh nh, m thanh, thit k giao din game thn thin. - ng gi trnh ng dng n V chng trnh : Vit v ng gi mt trnh ng dng n cho tr chi theo lut chi nh trn bao gm cc chc nng sau : - Chc nng chn hnh : cho php ngi dng chn nh t tp tin. - Chc nng lu im : 10 ngi tham gia tr chi c s im cao nht s c lu li v cp nht mi khi thot khi tr chi. MI TRNG CI T : Ngn ng lp trnh c th s dng : Java, .NET, TI LIU THAM KHO : Cc ti liu v ngn ng lp trnh sinh vin chn dng

TN TI : THC HIN MT TRNH BIN DCH BIU THC S HC V LOGIC BNG CCH VIT CHNG TRNH MST : NL3TH_32 GIO VIN RA TI: NGUYN VN LINH B mn : H thng thng tin v Ton ng dng Email : nvlinh@cit.ctu.edu.vn Phm vi ni dung ca ti: (M t ngn gn ni dung ti) Vit mt trnh bin dch c cc kh nng c vo mt biu thc ca cc s v cc bin c tr, xc nh gi tr v in ra gi tr ca biu thc. Cc php ton bao gm: Cc php ton s hc v logic: +, -, *, / , DIV, MOD, AND, OR, NOT. Cc ton t quan h =. Tn bin bt u bng mt ch ci, sau l ch ci hoc ch s v khng hn ch di. Bin c gn tr bng lnh := Chng trnh phi bao gm c vic pht hin v thng bo cc li t vng, c php v ng ngha. Khng yu cu phi phc hi sau li (error recovery) V d: x:=5 (16+x)/3 = 21 (16+x&)/3 = Tn bin x& khng hp l (16+y)/3 = Bin y khng tn ti (16.5+x) DIV 3 = Kiu khng ng x