8-lv709049-decision-support-systems...

11

Upload: nguyenhanh

Post on 06-Mar-2018

224 views

Category:

Documents

0 download

Report

Download

Embed Size (px):

TRANSCRIPT

Page 1: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 2: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 3: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 4: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 5: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 6: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 7: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 8: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 9: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 10: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Page 11: 8-LV709049-DECISION-SUPPORT-SYSTEMS …hci-kdd.org/.../8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzinge… · tree model to estimate the impact on ... Slide 8-5 Evolution of Decision

Health Data Jungle: Fundamentals of Data and Entropy€¦ · Holzinger Group, hci‐kdd.org 2 MAKE Health 01 01 Data –the underlying physics of data 02 Biomedical data sources –

Lecture 04 Databases: Data Acquisition, Information ...hci-kdd.org/wordpress/wp-content/uploads/2015/11/4-709049... · Biomedical Information Systems and Medical Knowledge Management

Decision Making under Support Systems - HCI-KDDhci-kdd.org/.../12/8-LV709049-DECISION-SUPPORT-SYSTEMS-Holzin… · Lecture 08 Decision Making under Uncertainty: Decision Support Systems

Probabilistic Graphical Models 1: Making under to …...2016/02/02 · Holzinger Group hci‐kdd.org 1 MAKE Health Module 02 Andreas Holzinger 185.A83 Machine Learning for Health

10-LV709049-INFORMATION-SYSTEMS-Holzinger-2016 · better research applications and clinical care. Nature Reviews Genetics, 13, 395-405. Example: Data Integration via health card RxNorm

Learning vs. Machine Learning: under Uncertainty Learninghci-kdd.org/.../wp-content/uploads/2016/...LEARNING-2017-full-size.pdf · Holzinger Group hci‐kdd.org 9 Machine Learning

Probabilistic Graphical Models 2: From Bayesian Networks ...hci-kdd.org/wordpress/wp-content/uploads/2016/05/6-185A83-GRAP… · Holzinger Group 1 Machine Learning Health 06 185.A83

A. Holzinger LVhci-kdd.org/wordpress/wp-content/uploads/2015/12/8... · Reasoning and Decision Support ... Semi structured and weakly structured data (structural homologies) ... Slide

Cognitive Science for Habilitation Computer Science Lead ...hci-kdd.org/wordpress/wp-content/.../1-INTRO-MiniCourse-20180417 … · Science for Decision Support Day 1 –Part 1 ‐17.4.2018

Decision Day Fundamentals - hci-kdd.orghci-kdd.org/wordpress/wp-content/uploads/2018/04/4-EXPLANATIO… · Overview Day 1 ‐Fundamentals 01 Information Sciences meets Life Sciences

A. Holzinger LV 709hci-kdd.org/wordpress/wp-content/uploads/2015/10/1... · A. Holzinger LV 709.049

04 Decision, Cognition, Uncertainty, Bayesian Statistics ...hci-kdd.org/.../wp-content/uploads/2016/11/...2016.pdf · Holzinger Group 4 709.049 04 Argmax/argmin =set of points for

From Clinical Decision Support to explainable AI (ex-AI)€¦ · Holzinger Group hci-kdd.org 1 Machine Learning Health 08 Andreas Holzinger 185.A83 Machine Learning for Health Informatics

Lecture 07 - hci-kdd.org€¦ · A. Holzinger 709.049 1/79 Med Informatics L07 Andreas Holzinger VO 709.049 Medical Informatics 25.11.2015 11:15‐12:45 Lecture 07 Knowledge, Decision,

11-LV709049-PRIVACY-Holzinger-2016 - human …human-centered.ai/wordpress/wp-content/uploads/2017/01/...2017/01/11 · Before the IOM report After the IOM report stelfox, H, palmisani,

Lecture 11 Data: Safety, Data Protectionhci-kdd.org/wordpress/wp-content/uploads/2016/01/11-709049-BIOM… · A. Holzinger 709.049 7/76 Med Informatics L11 Protected health information

3-LV709049-Structured-Data-Coding-Ontologies-HOLZINGER-2016 · Science is to test crazy ideas — Engineering is to put these ideas into Business ØHCI-KOD* Andreas Holzinger VO 709.049

10-LV709049-INFORMATION-SYSTEMS-Holzinger-2016...Unsolved: Data Integration, Data Fusion, Data Mapping Goal: Unified View, (as electricity IS already!) Holzinger, A. & Jurisica, I

Informatics 2016S, VU, ECTS Week Tutorial on Stochastic ...hci-kdd.org/.../2016/06/T4-185A83-TUMOR-GROWTH-BIO-COMPUTATI… · Tutorial on Stochastic Simulation of Tumor Kinetics From

9-LV709049-VISUALANALYTICS-Holzinger-2016-slides-fullsize · Keywords Data/lnformation/l

Multi Agent Interaction in the loop · Holzinger Group, hci‐kdd.org 1 Machine Learning Health 10 Andreas Holzinger 185.A83 Machine Learning for Health Informatics 2017S, VU, 2.0

Decision Analysis Problem Solving and Decision Making Decision

Email Volume Optimization at LinkedIn - kdd.org · Email Volume Optimization at LinkedIn Rupesh Gupta, Guanfeng Liang, Hsiao-Ping Tseng, Ravi Kiran Holur Vijay, Xiaoyu Chen, Rómer

Lecture Methodology for Information Systems: Usability and …hci-kdd.org/wordpress/.../uploads/2016/...BENCHMARKING-2015ah-6 … · Evaluation and Benchmarking are of utmost importance

Evolutionary Computing and Agent Interaction (Part 1) · Holzinger Group, hci‐kdd.org 1 Machine Learning Health 09 Andreas Holzinger 185.A83 Machine Learning for Health Informatics

Computing, Neuroevolution and Algorithms: Growth Simulationhci-kdd.org/wordpress/wp-content/uploads/2016/02/12-185A83-HOL... · Toward Tumor‐Growth Simulation ... 441‐451, doi:10.2307/2453130

Decision Analysis Steps in Decision making Decision analysis with decision tables Types of decision (decision modelling environments) Decision trees

6-LV709049-GRAPH-MODELS-2-Holzinger-2016 · models (Details: Murphy 10) Three types of Probabilistic Graphical Models Undirected: Markov random fields, useful e.g. for computer vision

Structural Deep Network Embedding - kdd.org · Structural Deep Network Embedding Daixin Wang1, Peng Cui1, Wenwu Zhu1 1Tsinghua National Laboratory for Information Science and Technology

5-LV709049-GRAPHICAL-MODELS-Holzinger-2016 · graphs (=network structures) and graph theory have seen some application examples of network structures from both macro-cosmos and micro-cosmos

2-LV709049-DATA-INFORMATION-KNOWLEDGE-HOLZINGER-2016 · 2016-10-19 · EDM Entropy-based Data Mining privacy, Data protection, Safety and Security Holzinger, A. 2014. Trends in Interactive

Computing for solving informatics problems Part 1 - Human …hci-kdd.org/wordpress/wp-content/uploads/2016/06/7-185A... · 2016. 6. 7. · Evolutionary Computing for solving ... J

11-LV709049-PRIVACY-Holzinger-2016...Swiss-Cheese Model used to analyze the causes of systematic failures or accidents in aviation, engineering and healthcare; it describes accident

10-LV709049-INFORMATION-SYSTEMS-Holzinger-2016human-centered.ai/wordpress/wp-content/uploads/... · Reichertz, p. L, (2006) Hospital information systems past, present, future. of

Lecture 01 Introduction Computer Science meets Life ...hci-kdd.org/.../1-LV709049-INTRODUCTION-HOLZINGER-2015-9-SLIDE… · Lecture 01 Introduction Computer Science meets Life Sciences: