Andreas Holzinger

Univ.-Doz. Mag.phil. Mag.rer.nat. Dr.phil. Ing.

19952019
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Research Output 1995 2019

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

Augmentation
Biomedical Imaging
Software
Imaging techniques
Learning

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

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
Pediatrics
Use Case
Cancer
Databases
Evaluation
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
Artificial intelligence
Learning systems
Data privacy
Ontology
Adaptive systems

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
Industrial applications
Data mining
Ontology
Data acquisition
Processing

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

Reasoning
Expert systems
Learning systems
Expert System
Network architecture

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
Glass

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

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

Computer Simulation
Research
Neoplasms
Computational Biology
Animal Testing Alternatives

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
Ant colony optimization
Learning systems
Traveling salesman problem
Artificial intelligence
Experiments
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
Learning systems
Data structures
Neural networks

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

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
Learning systems
Operations research
Data mining
Industry
Experiments

Machine Learning Notation Tutorial

Holzinger, A., 16 Jan 2017

Research output: Other contributionLecture notesResearch

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
Learning systems
Industrial applications
Uncertainty
Decision making
Health
2016

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
field of study
Teaching
video
Education
Digital devices

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
Learning systems
Experiments
Labels
Semantics

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

Data mining
Entropy
Physics

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
Medicine
Patient treatment
Control systems
Expert Systems
Expert systems

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

Learning systems
Information systems
Health
Availability
Computer science

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
Complex networks
Bioinformatics
Computer vision
Statistical methods
Visualization

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

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
Tumor Growth
Computer Simulation
Tumors
Visualization
Growth

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
Tumors
User interfaces
Kinetics

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
Data mining
Doctors
Knowledge discovery
Process model

Interactive Machine Learning (iML)

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

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

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

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
Informatics
Learning systems
Health
Learning
Protein folding

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
Data mining
Graph theory
Knowledge representation
Large scale systems
Data acquisition

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
Learning systems
Health
Protein folding
Data privacy
Data visualization
Artificial intelligence
Learning systems
Health
Human computer interaction
Drug products

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
Learning systems
Health
Computer science
Data structures

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
Principal component analysis
Ontology
Visualization

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
Learning systems
Computer science
Learning algorithms

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
myocardial infarction
arrhythmia
mortality
heart rate
retarding

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
Learning systems
Industry
Data privacy
Economics
Classifiers

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
Traveling salesman problem
Learning systems
Health
Ant colony optimization
Recommender systems

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
Recommender systems
Health
Learning systems
Protein folding
Computer science

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

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
Tumors
Cell growth
Bioinformatics
Medicine
Visualization

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
Medicine
2015

A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-loop

Girardi, D., Küng, J. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. 1 ed. Heidelberg, Berlin: Springer, p. 389-398 (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
File

Analysis of Patient Groups and Immunization Results Based on Subspace Clustering

Hund, M., Sturm, W. J., Schreck, T., Keim, D., Majnaric, L. & Holzinger, A., 2015, Brain Informatics and Health. Berlin: Springer, Vol. 9250. p. 358-368 (LNCS).

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

Computational approaches for mining user’s opinions on the Web 2.0

Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Stritesky, V. & Holzinger, A., 2015, In : Information processing & management. 51, 4, p. 510-519

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
social media
Attitude, Opinion
market research
Computational methods
emotion

Data Mining with Decision Trees: Theory and Applications

Holzinger, A., 2015, In : Online Information Review. 39, 3, p. 437-438

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing

Rahim, S. S., Palade, V., Jayne, C., Holzinger, A. & Shuttleworth, J., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. Guo, Y., Friston, K., Faisal, A. A., Hill, S. & Peng, H. (eds.). 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, Vol. 9250. p. 379-388 (Lecture Notes in Artificial Intelligence; vol. 9250).

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

Open Access
File
Screening
Image processing
Image classification
Image acquisition
Medical problems

Discovering Medical Knowledge Using Visual Analytics – a survey on methods for systems biology and *omics data

Sturm, W., Schreck, T., Holzinger, A. & Ullrich, T., 2015, Eurographics Workshop on Visual Computing for Biology and Medicine (VCBM). Eurographics - European Association for Computer Graphics, p. 71-81

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

Open Access
File

Enhancing universal access: deaf and hard of hearing people on social networking sites

Kozuh, I., Hintermair, M., Holzinger, A., Volcic, Z. & Debevc, M., 2015, In : Universal Access in the Information Society. 14, 4, p. 537-545

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Extending the Scaffold Hunter Visualization Toolkit with Interactive Heatmaps

Sturm, W. J., Schaefer, T., Schreck, T., Holzinger, A. & Ullrich, T., 2015, EG UK Computer Graphics & Visual Computing. Eurographics - European Association for Computer Graphics, p. 78-84

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

Open Access
File

From Smart Health to Smart Hospitals

Holzinger, A., Röcker, C. & Ziefle, M., 25 Feb 2015, Springer Lecture Notes in Computer Science LNCS. Heidelberg, Berlin, New York: Springer, Vol. 8700. p. 1-20

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

Open Access
File
Health
Medicine
Ubiquitous computing
Ecosystems
Sensor networks