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Page 1: 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
Page 2: 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
Page 3: 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
Page 4: 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
Page 5: 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
Page 6: 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
Page 7: 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
Page 8: 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
Page 9: 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
Page 10: 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
Page 11: 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
Page 12: 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
Page 13: 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
Page 14: 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
Page 15: 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
Page 16: 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

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Thomas Holzinger, Holzinger Consulting, grinding system ......mill systems with pre‑grinders (HPGR, roller presses, or VRM pre‑grinders) to increase cement production from about

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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 06 Multimedia Data Mining and Knowledge Discovery...A. Holzinger 709.049 1/118 Med. Informatics L06 Andreas Holzinger VO 709.049 Medical Informatics 18.11.2015 11:15‐12:45

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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

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

Andreas Holzinger VO 444.152 Medical Informatics Lecture –Version WS Science meets ...genome.tugraz.at/MedicalInformatics/WinterSemester2012Ho... · 2015-01-26 · A. Holzinger

Lecture Back to the Future of Data, and Knowledgehuman-centered.ai/wordpress/wp-content/uploads/2015/10/2...2015/10/02  · A. Holzinger 709.049 1/74 Med Informatics L02 Andreas Holzinger

12-185A83-HOLZINGER-Evolutionary-Computing-Neuroevolution … · 2016. 2. 12. · Ill Michalewicz, Z. 1996. Genetic algorithms + data structures = evolution programs, New York, Springer

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

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

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Lecture Biomedical Data: Data Safety, Security Machine Learning · 2017. 1. 30. · Holzinger Group 6 709.049 11 Protected health information (PHI) = any info on e.g. health status,

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,

New A. Holzinger 709.049 Mi, 04.11 - human-centered.ai · 2015. 11. 4. · Biomedical data warehouse Business hospital information system Clinical workflow ... , security, safety

Health Data Jungle: Fundamentals of Data and Entropyhci-kdd.org/.../M01-185A83-HOLZINGER-DATA-SCIENCE-2017-full-size.pdfHealth Data Jungle: Selected Topics on Fundamentals of Data

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

to word embeddings (Word2Vec/GloVe) Tutorial · Holzinger Group 1 Machine Learning Health T2 Andreas Holzinger 185.A83 Machine Learning for Health Informatics 2016S, VU, 2.0 h, 3.0

Assoc.Prof. Dr.Andreas HOLZINGER - Med Uni Grazuser.medunigraz.at/andreas.holzinger/holzinger/papers en... · 2012-08-06 · Best Paper Award International Conference on e‐Business

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:

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,

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A. Holzinger LV 444 - Bioinformatics Grazgenome.tugraz.at/MedicalInformatics/WinterSemester2013Holzinger/1... · A. Holzinger LV 444.152 1) ... The language of Science and Engineering

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

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

A. Holzinger LV709human-centered.ai/wordpress/wp-content/uploads/... · The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Second Edition, New York, Springer

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