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3-lv709049-structured-data-coding-ontologies-holzinger-2016 · science is to test crazy ideas —...

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Page 1: 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
Page 2: 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
Page 3: 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
Page 4: 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
Page 5: 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
Page 6: 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
Page 7: 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
Page 8: 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
Page 9: 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
Page 10: 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
Page 11: 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
Page 12: 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
Page 13: 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
Page 14: 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
Page 15: 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
Page 16: 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
Page 17: 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
Page 18: 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

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,

Lecture 04 Databases: Data Acquisition, Information Retrieval and …human-centered.ai/wordpress/wp-content/uploads/2015/11/4... · 2015-11-04 · A. Holzinger 709.049 1/92 Med Informatics

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

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,

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

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:

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,

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

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

Univ.-Doz.Ing.Mag.Mag.Dr. Andreas HOLZINGER www ...user.medunigraz.at/andreas.holzinger/holzinger/papers en...Univ.-Doz.Ing.Mag.Mag.Dr. Andreas HOLZINGER Applying User-Centered Design

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

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

9-185A83-HOLZINGER-EVOLUTIONARY-ALGORITHMS-Multi …

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

Lecture 10 Systems and Management - human-centered.ai · A. Holzinger 709.049 1/79 Med Informatics L10 Andreas Holzinger VO 709.049 Medical Informatics 16.12.2015 11:15‐12:45 Lecture

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

Oliver and Holzinger

A. Holzinger LV 709.049 Med. Informatik 10/19/2015 · 2015-10-19 · DIK‐Model DIKW‐Model Dimensionality of data Information complexity Information entropy Perceptual space (low‐dimensional)

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

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

A. Holzinger LV 709.049 Med. Informatik 10/19/2015human-centered.ai/wordpress/wp-content/uploads/2015/10/2...2015/10/02  · A. Holzinger LV 709.049 Med. Informatik 10/19/2015 WS 2015

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

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

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

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 06 Multimedia Data Mining and Knowledge Discoveryhuman-centered.ai/wordpress/wp-content/uploads/2015/11/6... · 2015-11-17 · A. Holzinger 709.049 5/118 Med. Informatics

Heinrich Heine Strauß, Stallinger, Moravec, Holzinger

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

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

Michael Holzinger *, Alan Le Goff and Serge Cosnier · sensors Review Synergetic Effects of Combined Nanomaterials for Biosensing Applications Michael Holzinger *, Alan Le Goff and

KLIMAANLAGEN - TB-Holzinger...AUTOR Christian K. Holzinger Ing. EUR-Ing. TB-Holzinger Ingenieurgesellschaft mbH Pottendorferstraße 1/38 1120 Wien Tel: +43 1 817 81 81 Fax: +43 1 817

Holzinger 25.11...A. Holzinger LV 709.049 25.11.2015 WS 2015 4 A.Holzinger709.049 19/79 Med InformaticsL07 Slide 7‐10 Information processing of words/pictures Multimedia Presentation

Lecture 07 · 2015-11-24 · A. Holzinger 709.049 5/79 Med Informatics L07 External Validity= the extent to which the results of a study are generalizable or transferable; Hypothetico‐Deductive

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

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