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  • Andreas Holzinger
2016

Interactive Knowledge Discovery with the Doctor-in-the-Loop: A Practical Example of Cerebral Aneurysms Research

Girardi, D., Küng, J., Kleiser, R., Sonnberger, M., Csillag, D., Trenkler, J. & Holzinger, A., 10 Sep 2016, In : Brain Informatics. 3, 3, p. 133-143

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Visual Analytics for Concept Exploration in Subspaces of Patient Groups: Making Sense of Complex Datasets with the Doctor-in-the-Loop

Hund, M., Boehm, D., Sturm, W. J., Sedlmair, M., Schreck, T., Ullrich, T., Keim, D., Majnaric, L. & Holzinger, A., 17 Nov 2016, In : Brain Informatics. 3, 4, p. 233-247

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Application of Graph Entropy for Knowledge Discovery and Data Mining

Calero Valdez, A., Dehmer, M. & Holzinger, A., 24 Sep 2016, Mathematical Foundations and Applications of Graph Entropy. Dehmer, M., Emmert-Streib, F., Chen, Z., Li, X. & Shi, Y. (eds.). John Wiley & Sons, Inc, p. 259-276 (Quantitative and Network Biology Series).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

2017

Machine Learning Notation Tutorial

Holzinger, A., 16 Jan 2017

Research output: Other contributionLecture notesResearch

2018

In silico cancer research towards 3R

Jean-Quartier, C., Jeanquartier, F., Jurisica, I. & Holzinger, A., 12 Apr 2018, In : BMC Cancer. 18, 1, 408.

Research output: Contribution to journalArticleResearchpeer-review

Explainable AI: The new 42?

Goebel, R., Chander, A., Holzinger, K., Lecue, F., Akata, Z., Stumpf, S., Kieseberg, P. & Holzinger, A., 1 Jan 2018, Machine Learning and Knowledge Extraction - Second IFIP TC 5, TC 8/WG 8.4, 8.9, TC 12/WG 12.9 International Cross-Domain Conference, CD-MAKE 2018, Proceedings. Springer Verlag Heidelberg, p. 295-303 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11015 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2016

Ontology-Guided Principal Component Analysis: Reaching the limits of the doctor-in-the-loop

Wartner, S., Girardi, D., Trenkler, J., Wiesinger-Widi, M., Kleiser, R. & Holzinger, A., 19 Aug 2016, Springer Lecture Notes in Computer Science LNCS 9832: Information Technology in Bio- and Medical Informatics. Heidelberg, Berlin, New York: Springer, p. 22-33

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

File

Interactive Machine Learning (iML)

Holzinger, A., 2016, In : Informatik-Spektrum. 39, 1, p. 64-68

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

The right to be forgotten: Towards Machine Learning on perturbed knowledge bases

Malle, B., Kieseberg, P., Weippl, E. & Holzinger, A., 3 Sep 2016, Springer Lecture Notes in Computer Science LNCS 9817. Springer International, p. 251-266 16 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File
2017

Interactive Anonymization for Privacy aware Machine Learning

Malle, B., Kieseberg, P. & Holzinger, A., 2017, p. 15. 26 p.

Research output: Contribution to conferencePaperResearchpeer-review

File
2019

Biomedical image augmentation using Augmentor

Bloice, M. D., Roth, P. M. & Holzinger, A., 2019, In : Bioinformatics. 35, 21, p. 4522-4524

Research output: Contribution to journalArticleResearchpeer-review

2016

Trust for the Doctor-in-the-Loop

Kieseberg, P., Weippl, E. & Holzinger, A., 2016, In : ERCIM news. 104, 1, p. 32-33

Research output: Contribution to journalArticleResearch

Open Access
File

Information Technology in Bio- and Medical Informatics Springer Lecture Notes in Computer Science LNCS 9832

Renda, M. E. (ed.), Bursa, M. (ed.), Holzinger, A. (ed.) & Khuri, S. (ed.), 2 Sep 2016, Cham (Switzerland): Springer.

Research output: Book/ReportBookResearchpeer-review

Open Access
File
2018

Interactive machine learning: experimental evidence for the human in the algorithmic loop: A case study on Ant Colony Optimization

Holzinger, A., Plass, M., Kickmeier-Rust, M., Holzinger, K., Crisan, G. C., Pintea, C. M. & Palade, V., 7 Dec 2018, In : Applied Intelligence. 14 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Explainable AI (ex-AI)

Holzinger, A., 26 May 2018, In : Informatik-Spektrum. 41, 2, p. 138-143

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016

A Tamper-Proof Audit and Control-System for the Doctor in the Loop

Kieseberg, P., Malle, B., Frühwirt, P., Weippl, E. & Holzinger, A., 15 Nov 2016, In : Brain Informatics. 3, 4, p. 269-279

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Integrating Open Data on Cancer in Support to Tumor Growth Analysis

Jeanquartier, F., Jean-Quartier, C., Schreck, T., Cemernek, D. & Holzinger, A., 10 Aug 2016, Lecture Notes in Computer Science LNCS 9832. Heidelberg, Berlin, New York: Springer, p. 49-66

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

File

Privacy Aware Machine Learning and the Right to be forgotten

Malle, B., Schrittwieser, S., Kieseberg, P. & Holzinger, A., 10 Oct 2016, In : ERCIM news. 107, 10, p. 22-23 2 p.

Research output: Contribution to journalArticleResearchpeer-review

File

Big Data of Complex Networks

Dehmer, M. (ed.), Emmert-Streib, F. (ed.), Pickl, S. (ed.) & Holzinger, A. (ed.), 16 Sep 2016, Boca Raton, London, New York: CRC Press Taylor & Francis Group. 320 p.

Research output: Book/ReportBookResearchpeer-review

File

An Adaptive Annotation Approach for Biomedical Entity and Relation Recognition

Yimam, S. M., Biemann, C., Majnaric, L., Sabanovic, S. & Holzinger, A., 31 Oct 2016, In : Brain Informatics. 3, 3, p. 157-168

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Interactive Machine Learning (iML): a challenge for Game-based approaches

Holzinger, A., Plass, M. & Kickmeier-Rust, M., 19 Nov 2016.

Research output: Contribution to conferencePaperResearchpeer-review

Open Access
File
2017

A Tutorial on Machine Learning and Data Science Tools with Python

Bloice, M. D. & Holzinger, A., 3 Feb 2017, Machine Learning for Health Informatics. Lecture Notes in Artificial Intelligence LNAI 9605. Cham: Springer International, p. 435-480

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning

Robert, S., Büttner, S., Röcker, C. & Holzinger, A., 8 Apr 2017, Springer Lecture Notes in Artificial Intelligence LNAI 9605. Springer, p. 357-376

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File

Gesture-Based Interactions in Video Games with the Leap Motion Controller

Pirker, J., Pojer, M., Holzinger, A. & Gütl, C., 2017, International Conference on Human-Computer Interaction. p. 620-633 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2018

Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI

Holzinger, A., Kieseberg, P., Weippl, E. & Tjoa, A. M., 2018, Machine Learning and Knowledge Extraction. CD-MAKE 2018. Springer International, p. 1-8 (Lecture Notes in Computer Science; vol. 11015).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File
2016

Interactive Machine Learning for Health Informatics: When do we need the human-in-the-loop?

Holzinger, A., 17 May 2016, In : Brain Informatics. 3, 2, p. 119-131 12 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2019

Use case driven evaluation of open databases for pediatric cancer research

Jeanquartier, F., Jeanquartier, C. & Holzinger, A., 15 Jan 2019, In : BioData Mining. 12, 1, p. 2 20 p., 2.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016

The Effect of Threshold Values and Weighting Factors on the Association between Entropy Measures and Mortality after Myocardial Infarction in the Cardiac Arrhythmia Suppression Trial (CAST)

Mayer, C., Bachler, M., Holzinger, A., Stein, P. K. & Wassertheurer, S., 20 Apr 2016, In : Entropy. 18, 4, 129.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2019

Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome

Hassler, A. P., Menasalvas, E., García-García, F. J., Rodríguez-Mañas, L. & Holzinger, A., 18 Feb 2019, In : BMC Medical Informatics and Decision Making. 19, 1, 33.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016
2019

Developments in transduction, connectivity and AI/machine learning for point-of-care testing

O’Sullivan, S., Ali, Z., Jiang, X., Abdolvand, R., Ünlü, M. S., Silva, H. P. D., Baca, J. T., Kim, B., Scott, S., Sajid, M. I., Moradian, S., Mansoorzare, H. & Holzinger, A., 2 Apr 2019, In : Sensors (Switzerland). 19, 8, 1917.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016

Mathematical Notations for Course LV 185.A83 Machine Learning for Health Informatics

Holzinger, A., 7 Jul 2016, 8 p.

Research output: Other contributionLecture notesResearch

Open Access
File

Knowledge Discovery from Complex High Dimensional Data

Lee, S. & Holzinger, A., 10 Jul 2016, Solving Large Scale Learning Tasks. Challenges and Algorithms: Springer Lecture Notes in Artificial Intelligence LNAI 9580. Michaelis, S., Piatkowski, N. & Stolpe, M. (eds.). Heidelberg, Berlin, New York: Springer International, p. 148 167 p.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File

Towards Interactive Recommender Systems with the Doctor-in-the-Loop

Holzinger, A., Calero-Valdez, A. & Ziefle, M., 2016, Mensch & Computer 2016. Weyers, B. & Dittmar, A. (eds.). Gesellschaft für Informatik , p. 1-9

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Tumor Growth Simulation Profiling

Jean-Quartier, C., Jeanquartier, F., Cemernek, D. & Holzinger, A., 15 Aug 2016, Lecture Notes in Computer Science. Springer, p. 208-213

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
2018

From Machine Learning to Explainable AI

Holzinger, A., 25 Aug 2018, IEEE 2018 World Symposium on Digital Intelligence for Systems and Machines (DISA). New York: IEEE Computer Society, p. 55-66

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File
2016

Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to solve the Traveling Salesman Problem with the Human-in-the-Loop approach

Holzinger, A., Plass, M., Holzinger, K., Crisan, G. C., Pintea, C. M. & Palade, V., 17 Aug 2016, Lecture Notes in Computer Science, LNCS 9817: IFIP International Cross Domain Conference and Workshop (CD-ARES 2016). Springer, p. 81-95

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

In Silico Modeling For Tumor Growth Visualization

Jeanquartier, F., Jean-Quartier, C., Cemernek, D. & Holzinger, A., 4 Sep 2016, In : BMC Systems Biology. 10, 1, p. 1-5 10:59.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2018

Dimensionality Reduction for Exploratory Data Analysis in Daily Medical Research

Girardi, D. & Holzinger, A., 21 Apr 2018, Advanced Data Analytics in Health. Giabbanelli, P. J., Mago, V. K. & Papageorgiou, E. I. (eds.). Cham: Springer International, p. 3-20

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
2016

Machine Learning for Health Informatics

Holzinger, A., 22 Dec 2016, Machine Learning for Health Informatics: State-of-the-Art and Future Challenges, Lecture Notes in Artificial Intelligence LNAI 9605. Holzinger, A. (ed.). Cham: Springer International, p. 1-24 (Lecture Notes in Artificial Intelligence; vol. 9605).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File

Availability, Reliability, and Security in Information Systems: IFIP WG 8.4, 8.9, TC 5 International Cross-Domain Conference, CD-ARES 2016 and Workshop on Privacy Aware Machine Learning for Health Data Science, PAML 2016, Proceedings

Buccafurri, F. (ed.), Holzinger, A. (ed.), Kieseberg, P. (ed.), Tjoa, A. M. (ed.) & Weippl, E. (ed.), 2016, Heidelberg, Berlin: Springer. 300 p. (Lecture Notes in Computer Science; vol. 9817)

Research output: Book/ReportBookResearchpeer-review

A Field Study of a Video Supported Seamless-Learning-Setting with Elementary Learners

Fößl, T., Ebner, M., Schön, S. & Holzinger, A., 2016, In : Educational technology & society. 19, 1, p. 321-336

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2019

Insights into Learning Competence Through Probabilistic Graphical Models

Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 2 Sep 2019, Machine Learning and Knowledge Extraction: Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26–29, 2019, Proceedings. Holzinger, A., Kieseberg, P., Tjoa, A. M. & Weippl, E. (eds.). Cham: Springer International Publishing AG , p. 250-271 (Lecture Notes in Computer Science; vol. 11713).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review