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• (Old data) Lecture or Presentation

  On complexity reduction of user interfaces for safety‐critical systems

  Holzinger, A., Popova, E., Peischl, B. & Ziefle, M., 20 Aug 2012.

  Research output: Contribution to conference › (Old data) Lecture or Presentation

  Open Access

  File

• On the development of smart adaptive user interfaces for mobile e-Business applications: Towards enhancing User Experience – some lessons learned

  Holzinger, A., Geier, MI. & Germanakos, P., 21 Jul 2012.

  Research output: Contribution to conference › (Old data) Lecture or Presentation

  Open Access

  File
• Article

  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 journal › Article

  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 journal › Article

  Open Access

  • Learning systems
  • Experiments
  • Labels
  • Semantics

• 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 journal › Article

  Open Access

  File

• 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 journal › Article

  Open Access

  • Medicine
  • Patient treatment
  • Control systems
  • Expert Systems
  • Expert systems

• 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 journal › Article

  • Augmentation
  • Biomedical Imaging
  • Software
  • Imaging techniques
  • Learning

• 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 journal › Article

  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., 2015, In : Information processing & management. 51, 4, p. 510-519

  Research output: Contribution to journal › Article

  Open Access

  File

  • social media
  • Attitude, Opinion
  • market research
  • Computational methods
  • emotion

• 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 journal › Article

  Open Access

  File

• Data Mining with Decision Trees: Theory and Applications

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

  Research output: Contribution to journal › Article

  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 journal › Article

  Open Access

  File

• 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 journal › Article

  Open Access

  • machine learning
  • Learning systems
  • Testing
  • trends
  • Point-of-Care Systems

• 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 journal › Article

  Open Access

  File

• Explainable AI (ex-AI)

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

  Research output: Contribution to journal › Article

  Open Access

  • Glass

• 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 journal › Article

  Open Access

  • Colonic Neoplasms
  • Cancer
  • Genes
  • Gene
  • Interaction

• 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 journal › Article

  Open Access

  • Clinical Decision Support Systems
  • Data Mining
  • Health
  • Life Expectancy
  • Hospitalization

• 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 journal › Article

  • Computer Simulation
  • Research
  • Neoplasms
  • Computational Biology
  • Animal Testing Alternatives

• 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 journal › Article

  Open Access

  • Tumor Growth
  • Computer Simulation
  • Tumors
  • Visualization
  • Growth

• 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 journal › Article

  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 journal › Article

  Open Access

  File

• 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 journal › Article

  Open Access

  • Data mining
  • Doctors
  • Knowledge discovery
  • Process model

• 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 journal › Article

  Open Access

  • Ant colony optimization
  • Learning systems
  • Traveling salesman problem
  • Artificial intelligence
  • Experiments

• Interactive Machine Learning (iML)

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

  Research output: Contribution to journal › Article

  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 journal › Article

  Open Access

  • Informatics
  • Learning systems
  • Health
  • Learning
  • Protein folding

• 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 journal › Article

• 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 journal › Article

  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 journal › Article

  Open Access

  File

• 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 journal › Article

  Open Access

  File

• 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 journal › Article

• 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 journal › Article

• 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 journal › Article

  Open Access

  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 journal › Article

  File

  • Learning systems
  • Computer science
  • Learning algorithms

• Recommender systems in the healthcare domain: state-of-the-art and research issues

  Tran, T. N. T., Felfernig, A., Trattner, C. & Holzinger, A., 17 Dec 2020, In : Journal of Intelligent Information Systems. p. 1-31 32 p.

  Research output: Contribution to journal › Article

  Open Access

  • Recommender systems
  • Health
  • Internet

• 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 journal › Article

  Open Access

  • Heart Rate Variability
  • Entropy
  • Knowledge Discovery
  • Data mining
  • Heart Rate

• 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 journal › Article

  Open Access

  • myocardial infarction
  • arrhythmia
  • mortality
  • heart rate
  • retarding

• 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 journal › Article

  Open Access

  File

• 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 journal › Article

• Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning

  Holzinger, A., 2014, In : The IEEE intelligent informatics bulletin. 15, 1, p. 6-14

  Research output: Contribution to journal › Article

  Open Access

  • Medicine
  • Data mining
  • Learning systems
  • Computational methods
  • Entropy

• 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 journal › Article

  Open Access

  File

• Ubiquitous Computing at its best: Serious exercise games for older adults in ambient assisted living environments – a technology acceptance perspective

  Brauner, P., Holzinger, A. & Ziefle, M., 2015, In : EAI Endorsed Transactions on Serious Games . 4, p. 1-12

  Research output: Contribution to journal › Article

  Open Access

  File

• 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 journal › Article

  Open Access

  • Pediatrics
  • Use Case
  • Cancer
  • Databases
  • Evaluation

• 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 journal › Article

  Open Access

  • Medicine

• 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 journal › Article

  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 journal › Article

  Open Access

  File
• Book

  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/Report › Book

  • 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/Report › Book

  File

  • Complex networks
  • Bioinformatics
  • Computer vision
  • Statistical methods
  • Visualization

• Biomedical Informatics: Discovering Knowledge in Big Data

  Holzinger, A., 2014, 1 ed. Heidelberg, New York, Dordrecht, London: Springer.

  Research output: Book/Report › Book

  Open Access

  File

• Biomedical Informatics. Computational Sciences meet Life Sciences. Lecture Notes to LV 444.152

  Holzinger, A., 2012, 1 ed. Norderstedt: BoD.

  Research output: Book/Report › Book

• Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data, Lecture Notes in Computer Science, LNCS 7947

  Holzinger, A. & Pasi, G., 2013, 1 ed. Heidelberg, Berlin, New York: Springer.

  Research output: Book/Report › Book