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Page 1: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 2: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 3: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 4: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 5: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 6: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 7: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 8: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 9: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 10: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 11: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 12: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 13: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 14: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 15: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

Page 16: 2-LV709049-DATA-INFORMATION-KNOWLEDGE …hci-kdd.org/wordpress/wp-content/uploads/2016/10/2... · DIK-MOdel = Data-information-Knowledge three level model ... (textual) data, genetic

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

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

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

Decision Day Fundamentals - hci-kdd.org...Health Informatics – Andreas Holzinger 5 DXplain= a DSS from the Harvard Medical School, to assist making a diagnosis (clinical consultation),

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,

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

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

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

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

sv-lncs - HCI-KDDhci-kdd.org/wordpress/wp-content/.../1_8401_Introductio… · Web viewAlthough it makes sense to differentiate between these two terms, ... This orchestrated interplay

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

FUSE: Full Spectral Clustering - kdd.org · (a) SYN1 (b) eigenvalues (c) ZP (d) FUSE Figure 1: Clustering results of ZP and FUSE on our SYN1 data ((b) gives the top 10 eigenvalues

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

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

9-LV709049-VISUALANALYTICS-Holzinger-2016-slides-fullsizehuman-centered.ai/wordpress/wp-content/uploads/...Data Visualizatim HCI Machine Learning Data prepro- Mapping cessing Data

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

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

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

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,

8-185A83-HOLZINGER-REINFORCEMENT-LEARNING-2017hci-kdd.org/wordpress/wp-content/uploads/2016/02/8-185A... · 2017-05-09 · Artificial Intelligence, I 1978, 5-24. Rheingold, H. thought:

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

02-DAY-MAKE-Data-HOLZINGER-Verona-2017hci-kdd.org/.../2017/01/02-DAY-MAKE-Data-HOLZINGER...Data Skills MAKE Health Verona 02 For further reading this is recommended: Buffalo, V. 2015

Welcome to the Holzinger Group HCI KDD 2: What are some ...2016/10/02 · Holzinger Group, HCI‐KDD.org 1 Student Seminar, Winter 2016 Andreas Holzinger VO 706.996 W DiplomandInnen

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

A. Holzinger 709.049 Med. Informatikhci-kdd.org/wordpress/wp-content/uploads/2015/10/2-LV... · 2015. 10. 19. · In this second lecture we start with a look on data sources, review

03 Knowledge Representation, Ontologies Classificationshci-kdd.org/wordpress/wp-content/uploads/2016/11/3-LV709049... · Lecture 03 Knowledge Representation, Ontologies & Classifications

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

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

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:

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

for Health Informatics 2016S, VU, ECTS Di, Health Data ...hci-kdd.org/wordpress/wp-content/uploads/2016/04/2-185A83-DATA … · Trends in Interactive Knowledge Discovery for Personalized

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

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

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

Lecture 08 Making: Reasoning and Decision Supporthci-kdd.org/wordpress/wp-content/uploads/2015/12/8...A. Holzinger 709.049 5/76 Med Informatics L08 Decision Making= central cognitive