Andreas Holzinger

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

19952019
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Research Output 1995 2019

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Article
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

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

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

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
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

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

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

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 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

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

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

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

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

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

Integrated web visualizations for protein-protein interaction databases

Jeanquartier, F., Jeanquartier, C. & Holzinger, A., 2015, In : BMC Bioinformatics . 16, 195, p. 1-16

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Protein Databases
Protein-protein Interaction
Visualization
Proteins
Resources

interactive data analysis

Holzinger, A. & Pasi, G., 2015, In : Information processing & management. 51, 2, p. 141-143

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Physiological Computing for Human-Computer Interaction

Holzinger, A., Silva, H., Fairclough, S., Jacobs, R. & Tan, D., 2015, In : ACM Transactions on Computer-Human Interaction. 21, 6, p. 29-32

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

The fine art of user-centered software development

Peischl, B., Ferk, M. & Holzinger, A., 2015, In : Software quality journal. 23, 3, p. 509-536

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2014

Analysis of biomedical data with multilevel glyphs

Müller, H., Reihs, R., Zatloukal, K. & Holzinger, A., 2014, In : BMC Bioinformatics . 15, 6, p. 1-12

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records

Bloice, M. D., Simonic, K-M. & Holzinger, A., 2014, In : BMC Medical Informatics and Decision Making. 14, 66, p. 1-9

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Electronic Health Records
Decision Making
Teaching
Decision making
Health

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

Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Stritesky, V. & Holzinger, A., 2014, In : Information processing & management. 50, 6, p. 899-908

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Development and evaluation of the e-learning course for deaf and hard of hearing based on the advanced adaptive pedagocial index (AdaPI) method

Stjepanovic, Z., Debevc, M. & Holzinger, A., 2014, In : Interactive learning environments. 22, 1, p. 35-50

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Functional and genetic analysis of the colon cancer network

Emmert-Streib, F., Simoes de Matos, R., Glazko, G., McDade, S., Haibe-Kanis, B., Holzinger, A., Dehmer, M. & Campbell, F. C., 2014, In : BMC Bioinformatics . 15, S6, p. 1-15

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Colonic Neoplasms
Cancer
Genes
Gene
Interaction

Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions

Holzinger, A., Dehmer, M. & Jurisica, I., 2014, In : BMC Bioinformatics . 15, 6, p. 1-9

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Data Mining
Life sciences
Computational Biology
Noisy Data
Knowledge Discovery

Knowledge discovery of drug data on the example of adverse reaction prediction

Yildirim, P., Majnaric, L., Ekmekci, I. O. E. & Holzinger, A., 2014, In : BMC Bioinformatics . 15, 6, p. 1-11

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Selection of entropy-measure parameters for knowledge discovery in heart rate variability data

Mayer, C., Bachler, M., Hörtenhuber, M., Stocker, C., Holzinger, A. & Wassertheurer, S., 2014, In : BMC Bioinformatics . 15, S2, p. 1-11

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Heart Rate Variability
Entropy
Knowledge Discovery
Data mining
Heart Rate

Towards a Low-Cost Mobile Subcutaneous Vein Detection Solution Using Near-Infrared Spectroscopy

Juric, S., Vojko, F., Debevc, M., Holzinger, A. & Zalik, B., 2014, In : The Scientific World Journal . ID 365902, 2014, p. 1-15

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Medicine
Data mining
Learning systems
Computational methods
Entropy
2013

KNODWAT: A scientific framework application for testing knowledge discovery methods for the biomedical domain

Holzinger, A. & Zupan, M., 2013, In : BMC Bioinformatics . 14, p. 191-203

Research output: Contribution to journalArticleResearchpeer-review

On the usage of health records for the design of virtual patients: a systematic review

Bloice, M. D., Simonic, K-M. & Holzinger, A., 2013, In : BMC Medical Informatics and Decision Making. 13, 103, p. 1-8

Research output: Contribution to journalArticleResearchpeer-review

Wave reflection quantification based on pressure waveforms alone - methods, comparsion, and clinical covariates

Hametner, B., Wassertheurer, S., Kropf, J., Mayer, C., Holzinger, A., Eber, B. & Weber, T., 2013, In : Computer methods and programs in biomedicine. 109, 3, p. 250-259

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Web Analytics of user path tracing and a novel algorithm for generating recommendations in Open Journal Systems

Taraghi, B., Grossegger, M., Ebner, M. & Holzinger, A., 2013, In : Online Information Review. 37, 5, p. 672-691

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2012

Modeling, Design, Development and Evaluation of a Hypervideo Application for Digital Systems Teaching

Mujacic, S., Debevc, M., Kosec, P., Bloice, M. D. & Holzinger, A., 2012, In : Multimedia Tools and Applications. 58, 2, p. 435-452

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

On Using Entropy for Enhancing Handwriting Preprocessing

Holzinger, A., Stocker, C., Peischl, B. & Simonic, K-M., 2012, In : Entropy. 14, 11, p. 2324-2350

Research output: Contribution to journalArticleResearchpeer-review

2011

A.45 Informationsextraktion: Information Overload – Stößt die Medizin an ihre Grenzen?

Holzinger, A., Simonic, K-M. & Steyrer, J., 2011, In : Wissensmanagement . 1, p. 10-12

Research output: Contribution to journalArticleResearch

Open Access
File

A.48 Investigating Paper versus Screen in real-life Hospital Workflows: Performance Contradicts Perceived Superiority of Paper in the User Experience

Holzinger, A., Bärnthaler, M., Pammer, W., Katz, H., Bjelic-Radisic, V. & Ziefle, M., 2011, In : International Journal of Human-Computer Studies. 69, 9, p. 563-570

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

A.49 Design and Development of a Mobile Computer Application to Reengineer Workflows in the Hospital and the Methodology to Evaluate its Effectiveness

Holzinger, A., Kosec, P., Schwantzer, G., Debevc, M., Frühauf, J. & Hoffmann-Wellenhof, R., 2011, In : Journal of biomedical informatics. 44, 6, p. 968-977

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

A.50 Design of a Mobile, Safety-Critical in-Patient Glucose Management System

Höll, B., Spat, S., Plank, J., Schaupp, L., Neubauer, K., Beck, P., Chiarugi, F., Kontogiannis, V., Pieber, T. & Holzinger, A., 2011, In : Studies in health technology and informatics. 169, p. 950-954

Research output: Contribution to journalArticleResearchpeer-review

A Comparison of Different Retrieval Strategies Working on Medical Free Texts

Kreuzthaler, M., Bloice, M. D., Faulstich, L., Simonic, K-M. & Holzinger, A., 2011, In : Journal of Universal Computer Science . 17, 7, p. 1109-1133

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Improving Multimodal Web Accessibility for Deaf People: Sign Language Interpreter Module (SLIM)

Debevc, M., Kosec, P. & Holzinger, A., 2011, In : Multimedia Tools and Applications. 54, 1, p. 181-199

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

The effect of Previous Exposure to Technology on Acceptance and its importance in Usability and Accessibility Engineering

Holzinger, A., Searle, G. & Wernbacher, M. P., 2011, In : Universal Access in the Information Society. 10, 3, p. 245-260

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2010

A.43 Nintendo Wii Remote Controller in Higher Education: Development and Evaluation of a Demonstrator Kit for e-Teaching

Holzinger, A., Softic, S., Stickel, C., Ebner, M., Debevc, M. & Hu, B., 2010, In : Computing and informatics. 29, 4, p. 601-615

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

A.45 Human–Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable

Holzinger, A., Thimbleby, H. & Beale, R., 2010, In : International Journal of Human-Computer Studies. 68, 6, p. 325-327

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Towards Life Long Learning: Three Models for Ubiquitous Applications

Holzinger, A., Nischelwitzer, A., Friedl, S. & Hu, B., 2010, In : Wireless communications and mobile computing. 10, 10, p. 1350-1365

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File