Research output per year
Research output per year
- 1 - 50 out of 130 results
Search results
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2023
The Cost of Understanding—XAI Algorithms towards Sustainable ML in the View of Computational Cost
Jean-Quartier, C., Bein, K., Hejny, L., Hofer, E., Andreas, HOLZINGER. & Jeanquartier, F., 4 May 2023, In: Computation. 11, 5, 14 p., 92.Research output: Contribution to journal › Article › peer-review
Open Access -
2022
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning
Saranti, A., Hudec, M., Mináriková, E., Takáč, Z., Großschedl, U., Koch, C., Pfeifer, B., Angerschmid, A. & Holzinger, A., Dec 2022, In: Machine Learning and Knowledge Extraction. 4, 4, p. 924-953 30 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Fairness and Explanation in AI-Informed Decision Making
Angerschmid, A., Zhou, J., Theuermann, K., Chen, F. & Holzinger, A., Jun 2022, In: Machine Learning and Knowledge Extraction. 4, 2, p. 556-579 24 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Interpretable Machine Learning with Brain Image and Survival Data
Eder, M., Moser, E., Andreas, HOLZINGER., Jean-Quartier, C. & Jeanquartier, F., 6 Sept 2022, In: BioMedInformatics. 2, 3, p. 492-510Research output: Contribution to journal › Article › peer-review
Open Access -
State-of-the-Art Explainability Methods with Focus on Visual Analytics Showcased by Glioma Classification
Gashi, M., Vukovic, M., Jekic, N., Thalmann, S., Holzinger, A., Jean-Quartier, C. & Jeanquartier, F., 19 Jan 2022, In: BioMedInformatics. 2, 1, p. 139-158Research output: Contribution to journal › Article › peer-review
Open AccessFile -
2021
Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma
Jean-Quartier, C., Jeanquartier, F., Ridvan, A., Kargl, M., Mirza, T., Stangl, T., Markaĉ, R., Jurada, M. & Holzinger, A., Dec 2021, In: BMC Medical Informatics and Decision Making. 21, 1, 77.Research output: Contribution to journal › Article › peer-review
Open Access -
Open Data to Support CANCER Science - a Bioinformatics Perspective on Glioma Research
Jeanquartier, F., Jean-Quartier, C., Stryeck, S. & Holzinger, A., Dec 2021, In: Onco. 1, 2, p. 219-229Research output: Contribution to journal › Article › peer-review
Open Access -
Performing arithmetic using a neural network trained on images of digit permutation pairs
Bloice, M. D., Roth, P. M. & Holzinger, A., Dec 2021, In: Journal of Intelligent Information Systems. 57, 3, p. 547-562 16 p.Research output: Contribution to journal › Article › peer-review
Open Access -
2020
A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms
Carrington, A. M., Fieguth, P. W., Qazi, H., Holzinger, A., Chen, H. H., Mayr, F. & Manuel, D. G., 6 Jan 2020, In: BMC Medical Informatics and Decision Making. 20, 1, 4.Research output: Contribution to journal › Article › peer-review
Open Access -
Open Data for Differential Network Analysis in Glioma
Jean-Quartier, C., Jeanquartier, F. & Holzinger, A., Jan 2020, In: International Journal of Molecular Sciences. 21, 2, 17 p., 547.Research output: Contribution to journal › Article › peer-review
Open Access -
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, (E-pub ahead of print) In: Journal of Intelligent Information Systems. p. 1-31 32 p.Research output: Contribution to journal › Article › peer-review
Open Access -
2019
Biomedical image augmentation using Augmentor
Bloice, M. D., Roth, P. M. & Holzinger, A., 2019, In: Bioinformatics. 35, 21, p. 4522-4524Research output: Contribution to journal › Article › peer-review
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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 . 19, 8, 1917.Research output: Contribution to journal › Article › peer-review
Open Access -
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 › peer-review
Open Access -
Use case driven evaluation of open databases for pediatric cancer research
Jeanquartier, F., Jean-Quartier, C. & Holzinger, A., 15 Jan 2019, In: BioData Mining. 12, 1, p. 2 20 p., 2.Research output: Contribution to journal › Article › peer-review
Open Access -
2018
Explainable AI (ex-AI)
Holzinger, A., 26 May 2018, In: Informatik-Spektrum. 41, 2, p. 138-143Research output: Contribution to journal › Article › peer-review
Open Access -
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 › peer-review
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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, (E-pub ahead of print) In: Applied Intelligence. 14 p.Research output: Contribution to journal › Article › peer-review
Open Access -
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. 321-336Research output: Contribution to journal › Article › peer-review
Open Access -
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. 157-168Research output: Contribution to journal › Article › peer-review
Open Access -
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. 269-279Research output: Contribution to journal › Article › peer-review
Open Access -
In Silico Modeling For Tumor Growth Visualization
Jeanquartier, F., Jean-Quartier, C., Cemernek, D. & Holzinger, A., Aug 2016, In: BMC Systems Biology. 10, 1, p. 1-5 10:59.Research output: Contribution to journal › Article › peer-review
Open Access -
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 Sept 2016, In: Brain Informatics. 3, 3, p. 133-143Research output: Contribution to journal › Article › peer-review
Open Access -
Interactive Machine Learning (iML)
Holzinger, A., 2016, In: Informatik-Spektrum. 39, 1, p. 64-68Research output: Contribution to journal › Article › peer-review
Open AccessFile -
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 › peer-review
Open Access -
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 › peer-review
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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 › peer-review
Open Access -
Trust for the Doctor-in-the-Loop
Kieseberg, P., Weippl, E. & Holzinger, A., 2016, In: ERCIM News. 104, 1, p. 32-33Research output: Contribution to journal › Article
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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. 233-247Research output: Contribution to journal › Article › peer-review
Open Access -
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. 510-519Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Data Mining with Decision Trees: Theory and Applications
Holzinger, A., 2015, In: Online Information Review. 39, 3, p. 437-438Research output: Contribution to journal › Article › peer-review
Open AccessFile -
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. 537-545Research output: Contribution to journal › Article › peer-review
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Integrated web visualizations for protein-protein interaction databases
Jeanquartier, F., Jean-Quartier, C. & Holzinger, A., 2015, In: BMC Bioinformatics . 16, 195, p. 1-16Research output: Contribution to journal › Article › peer-review
Open Access -
interactive data analysis
Holzinger, A. & Pasi, G., 2015, In: Information Processing & Management. 51, 2, p. 141-143Research output: Contribution to journal › Article › peer-review
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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. 29-32Research output: Contribution to journal › Article › peer-review
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The fine art of user-centered software development
Peischl, B., Ferk, M. & Holzinger, A., 2015, In: Software Quality Journal. 23, 3, p. 509-536Research output: Contribution to journal › Article › peer-review
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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. 1-12Research output: Contribution to journal › Article
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2014
Analysis of biomedical data with multilevel glyphs
Müller, H., Reihs, R., Zatloukal, K. & Holzinger, A., 2014, In: BMC Bioinformatics . 15, 6, p. 1-12Research output: Contribution to journal › Article › peer-review
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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, p. 1-9 66.Research output: Contribution to journal › Article › peer-review
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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. 899-908Research output: Contribution to journal › Article › peer-review
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Development and evaluation of the e-learning course for deaf and hard of hearing based on the advanced adaptive pedagocial index (AdaPI) method
Debevc, M., Stjepanovic, Z. & Holzinger, A., 2014, In: Interactive Learning Environments . 22, 1, p. 35-50Research output: Contribution to journal › Article › peer-review
Open AccessFile -
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. 1-15Research output: Contribution to journal › Article › peer-review
Open Access -
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. 1-9Research output: Contribution to journal › Article › peer-review
Open Access -
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, 11 p., S7.Research output: Contribution to journal › Article › peer-review
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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. 1-11Research output: Contribution to journal › Article › peer-review
Open Access -
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 . 2014, 15 p., 365902.Research output: Contribution to journal › Article › peer-review
Open Access -
Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning
Holzinger, A., 2014, In: IEEE Intelligent Informatics Bulletin. 15, 1, p. 6-14Research output: Contribution to journal › Article › peer-review
Open Access -
2013
KNODWAT: A scientific framework application for testing knowledge discovery methods for the biomedical domain
Holzinger, A. & Zupan, M., 2013, In: BMC Bioinformatics . 14, 191.Research output: Contribution to journal › Article › peer-review
Open Access -
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, 8 p., 103.Research output: Contribution to journal › Article › peer-review
Open Access -
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. 250-259Research output: Contribution to journal › Article › peer-review
Open AccessFile