Medizinische Universität Graz Austria/Österreich - Forschungsportal - Medical University of Graz

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Holzinger Andreas |

** = Publikationen gelistet in SCI/SSCI/Pubmed

2025

Originalarbeit (Zeitschrift)

** Bennetot, A; Donadello, I; El Haouari, AE; Dragoni, M; Frossard, T; Wagner, B; Sarranti, A; Tulli, S; Trocan, M; Chatila, R; Holzinger, A; Garcez, AD; Díaz-Rodríguez, N A Practical Tutorial on Explainable AI Techniques
ACM COMPUT SURV. 2025; 57(2): 50 Doi: 10.1145/3670685
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** Huelser, M; Mueller, H; Díaz-Rodríguez, N; Holzinger, A On the disagreement problem in Human-in-the-Loop federated machine learning
J IND INF INTEGR. 2025; 45: 100827 Doi: 10.1016/j.jii.2025.100827
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** Kraisnikovic, C; Harb, R; Plass, M; Al Zoughbi, W; Holzinger, A; Müller, H Fine-tuning language model embeddings to reveal domain knowledge: An explainable artificial intelligence perspective on medical decision making
ENG APPL ARTIF INTEL. 2025; 139: 109561 Doi: 10.1016/j.engappai.2024.109561
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** Pfeifer, B; Gevaert, A; Loecher, M; Holzinger, A Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning
INFORM SCIENCES. 2025; 690: 121564 Doi: 10.1016/j.ins.2024.121564
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Editorial

** Holzinger, A; Zatloukal, K; Müller, H Is human oversight to AI systems still possible?
N Biotechnol. 2025; 85: 59-62. Doi: 10.1016/j.nbt.2024.12.003
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2024

Originalarbeit (Zeitschrift)

** Del Ser, J; Barredo-Arrieta, A; Díaz-Rodríguez, N; Herrera, F; Saranti, A; Holzinger, A On generating trustworthy counterfactual explanations
INFORM SCIENCES. 2024; 655: 119898 Doi: 10.1016/j.ins.2023.119898
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** Hausleitner, C; Mueller, H; Holzinger, A; Pfeifer, B Collaborative weighting in federated graph neural networks for disease classification with the human-in-the-loop.
Sci Rep. 2024; 14(1): 21839 Doi: 10.1038/s41598-024-72748-7 [OPEN ACCESS]
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** Jean-Quartier, C; Stryeck, S; Thien, A; Vrella, B; Kleinschuster, J; Spreitzer, E; Wali, M; Mueller, H; Holzinger, A; Jeanquartier, F Unlocking biomedical data sharing: A structured approach with digital twins and artificial intelligence (AI) for open health sciences
DIGIT HEALTH. 2024; 10: 20552076241271769 Doi: 10.1177/20552076241271769 [OPEN ACCESS]
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** Metsch, JM; Saranti, A; Angerschmid, A; Pfeifer, B; Klemt, V; Holzinger, A; Hauschild, AC CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks.
J Biomed Inform. 2024; 150:104600 Doi: 10.1016/j.jbi.2024.104600
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** Retzlaff, CO; Angerschmid, A; Saranti, A; Schneeberger, D; Röttger, R; Müller, H; Holzinger, A Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists
COGN SYST RES. 2024; 86: 101243 Doi: 10.1016/j.cogsys.2024.101243
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** Singh, D; Merdivan, E; Kropf, J; Holzinger, A Class imbalance in multi-resident activity recognition: an evaluative study on explainability of deep learning approaches
UNIVERSAL ACCESS INF. 2024; Doi: 10.1007/s10209-024-01123-0
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** Zhou, JL; Müller, H; Holzinger, A; Chen, F Ethical ChatGPT: Concerns, Challenges, and Commandments
ELECTRONICS-SWITZ. 2024; 13(17): 3417 Doi: 10.3390/electronics13173417
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Übersichtsarbeit

** Pagallo, U; O'Sullivan, S; Nevejans, N; Holzinger, A; Friebe, M; Jeanquartier, F; Jean-Quartier, C; Miernik, A The underuse of AI in the health sector: Opportunity costs, success stories, risks and recommendations.
Health Technol (Berl). 2024; 14(1): 1-14. Doi: 10.1007/s12553-023-00806-7 [OPEN ACCESS]
PubMed PUBMED Central FullText FullText_MUG

 

** Saranti, A; Pfeifer, B; Gollob, C; Stampfer, K; Holzinger, A From 3D point-cloud data to explainable geometric deep learning: State-of-the-art and future challenges
WIRES DATA MIN KNOWL. 2024; Doi: 10.1002/widm.1554
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2023

Originalarbeit (Zeitschrift)

** Adelsmayr, G; Janisch, M; Kaufmann-Bühler, AK; Holter, M; Talakic, E; Janek, E; Holzinger, A; Fuchsjäger, M; Schöllnast, H CT texture analysis reliability in pulmonary lesions: the influence of 3D vs. 2D lesion segmentation and volume definition by a Hounsfield-unit threshold.
Eur Radiol. 2023; 33(5):3064-3071 Doi: 10.1007/s00330-023-09500-8 [OPEN ACCESS]
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** Adelsmayr, G; Janisch, M; Müller, H; Holzinger, A; Talakic, E; Janek, E; Streit, S; Fuchsjäger, M; Schöllnast, H Three dimensional computed tomography texture analysis of pulmonary lesions: Does radiomics allow differentiation between carcinoma, neuroendocrine tumor and organizing pneumonia?
Eur J Radiol. 2023; 165:110931 Doi: 10.1016/j.ejrad.2023.110931
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** Carrington, AM; Manuel, DG; Fieguth, PW; Ramsay, T; Osmani, V; Wernly, B; Bennett, C; Hawken, S; Magwood, O; Sheikh, Y; McInnes, M; Holzinger, A Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation
IEEE T PATTERN ANAL. 2023; 45(1): 329-341. Doi: 10.1109/TPAMI.2022.3145392
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** Holzinger, A; Keiblinger, K; Holub, P; Zatloukal, K; Müller, H AI for life: Trends in artificial intelligence for biotechnology.
NEW BIOTECHNOL. 2023; 74: 16-24. Doi: 10.1016/j.nbt.2023.02.001
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** Jean-Quartier, C; Bein, K; Hejny, L; Hofer, E; Holzinger, A; Jeanquartier, F The Cost of Understanding-XAI Algorithms towards Sustainable ML in the View of Computational Cost
COMPUTATION. 2023; 11(5): 92 Doi: 10.3390/computation11050092
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** Matschinske, J; Späth, J; Bakhtiari, M; Probul, N; Kazemi, Majdabadi, MM; Nasirigerdeh, R; Torkzadehmahani, R; Hartebrodt, A; Orban, BA; Fejér, SJ; Zolotareva, O; Das, S; Baumbach, L; Pauling, JK; Tomašević, O; Bihari, B; Bloice, M; Donner, NC; Fdhila, W; Frisch, T; Hauschild, AC; Heider, D; Holzinger, A; Hötzendorfer, W; Hospes, J; Kacprowski, T; Kastelitz, M; List, M; Mayer, R; Moga, M; Müller, H; Pustozerova, A; Röttger, R; Saak, CC; Saranti, A; Schmidt, HHHW; Tschohl, C; Wenke, NK; Baumbach, J The FeatureCloud Platform for Federated Learning in Biomedicine: Unified Approach.
J MED INTERNET RES. 2023; 25: e42621 Doi: 10.2196/42621 [OPEN ACCESS]
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** Pfeifer, B; Chereda, H; Martin, R; Saranti, A; Clemens, S; Hauschild, AC; Beißbarth, T; Holzinger, A; Heider, D Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification.
Bioinformatics. 2023; 39(11): Doi: 10.1093/bioinformatics/btad703 [OPEN ACCESS]
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Übersichtsarbeit

** Holzinger, A; Saranti, A; Angerschmid, A; Finzel, B; Schmid, U; Mueller, H Toward human-level concept learning: Pattern benchmarking for AI algorithms.
Patterns (N Y). 2023; 4(8): 100788 Doi: 10.1016/j.patter.2023.100788 [OPEN ACCESS]
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** Pagallo, U; O'Sullivan, S; Nevejans, N; Holzinger, A; Friebe, M; Jeanquartier, F; Jean-Quartier, C; Miernik, A The underuse of AI in the health sector: Opportunity costs, success stories, risks and recommendations
HEALTH TECHNOL-GER. 2023; Doi: 10.1007/s12553-023-00806-7
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** Plass, M; Kargl, M; Kiehl, TR; Regitnig, P; Geißler, C; Evans, T; Zerbe, N; Carvalho, R; Holzinger, A; Müller, H Explainability and causability in digital pathology.
J Pathol Clin Res. 2023; 9(4):251-260 Doi: 10.1002/cjp2.322 [OPEN ACCESS]
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Korrektur

** Finzel, B; Saranti, A; Angerschmid, A; Tafler, D; Pfeifer, B; Holzinger, A Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs (vol 36, pg 271, 2022)
KUNSTL INTELL. 2023; Doi: 10.1007/s13218-022-00789-z
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2022

Originalarbeit (Zeitschrift)

** Angerschmid, A; Zhou, JL; Theuermann, K; Chen, F; Holzinger, A Fairness and Explanation in AI-Informed Decision Making
MACH LEARN KNOW EXTR. 2022; 4(2): 556-579. Doi: 10.3390/make4020026
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** Combi, C; Amico, B; Bellazzi, R; Holzinger, A; Moore, JH; Zitnik, M; Holmes, JH A manifesto on explainability for artificial intelligence in medicine.
Artif Intell Med. 2022; 133: 102423 Doi: 10.1016/j.artmed.2022.102423
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** Evans, T; Retzlaff, CO; Geissler, C; Kargl, M; Plass, M; Muller, H; Kiehl, TR; Zerbe, N; Holzinger, A The explainability paradox: Challenges for xAI in digital pathology
FUTURE GENER COMP SY. 2022; 133: 281-296. Doi: 10.1016/j.future.2022.03.009
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** Finzel, B; Saranti, A; Angerschmid, A; Tafler, D; Pfeifer, B; Holzinger, A Generating Explanations for Conceptual Validation of Graph Neural Networks
KUNSTL INTELL. 2022; Doi: 10.1007/s13218-022-00781-7 [OPEN ACCESS]
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** Hauschild, AC; Lemanczyk, M; Matschinske, J; Frisch, T; Zolotareva, O; Holzinger, A; Baumbach, J; Heider, D Federated Random Forests can improve local performance of predictive models for various healthcare applications
BIOINFORMATICS. 2022; btac065 Doi: 10.1093/bioinformatics/btac065
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** Holzinger, A; Dehmer, M; Emmert-Streib, F; Cucchiara, R; Augenstein, I; Del Ser, J; Samek, W; Jurisica, I; Diaz-Rodriguez, N Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence
INFORM FUSION. 2022; 79: 263-278. Doi: 10.1016/j.inffus.2021.10.007
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** Holzinger, A; Kargl, M; Kipperer, B; Regitnig, P; Plass, M; Muller, H Personas for Artificial Intelligence (AI) an Open Source Toolbox
IEEE ACCESS. 2022; 10: 23732-23747. Doi: 10.1109/ACCESS.2022.3154776
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** Janisch, M; Adelsmayr, G; Müller, H; Holzinger, A; Janek, E; Talakic, E; Fuchsjäger, M; Schöllnast, H Non-contrast-enhanced CT texture analysis of primary and metastatic pancreatic ductal adenocarcinomas: value in assessment of histopathological grade and differences between primary and metastatic lesions.
Abdom Radiol (NY). 2022; 47(12):4151-4159 Doi: 10.1007/s00261-022-03646-7 [OPEN ACCESS]
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** Müller, H; Holzinger, A; Plass, M; Brcic, L; Stumptner, C; Zatloukal, K Explainability and causability for artificial intelligence-supported medical image analysis in the context of the European In Vitro Diagnostic Regulation.
N Biotechnol. 2022; 70:67-72 Doi: 10.1016/j.nbt.2022.05.002
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** Pfeifer, B; Baniecki, H; Saranti, A; Biecek, P; Holzinger, A Multi-omics disease module detection with an explainable Greedy Decision Forest.
Sci Rep. 2022; 12(1): 16857 Doi: 10.1038/s41598-022-21417-8 [OPEN ACCESS]
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** Pfeifer, B; Saranti, A; Holzinger, A GNN-SubNet: disease subnetwork detection with explainable graph neural networks.
Bioinformatics. 2022; 38(Supplement_2): ii120-ii126. Doi: 10.1093/bioinformatics/btac478
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** Plass, M; Kargl, M; Nitsche, P; Jungwirth, E; Holzinger, A; Muller, H Understanding and Explaining Diagnostic Paths: Towards Augmented Decision Making.
IEEE Comput Graph Appl. 2022; PP: Doi: 10.1109/MCG.2022.3197957
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** Saranti, A; Hudec, M; Mináriková, E; Takác̆, Z; Großschedl, U; Koch, C; Pfeifer, B; Angerschmid, A; Holzinger, A Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning.
Machine Learning and Knowledge Extraction. 2022; 4(4): 924-953. Doi: 10.3390/make4040047
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Kurzbericht/Letter

** Pfeifer, B; Holzinger, A; Schimek, MG Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI.
Stud Health Technol Inform. 2022; 294: 137-138. Doi: 10.3233/SHTI220418
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Übersichtsarbeit

** O'Sullivan, S; Janssen, M; Holzinger, A; Nevejans, N; Eminaga, O; Meyer, CP; Miernik, A Explainable artificial intelligence (XAI): closing the gap between image analysis and navigation in complex invasive diagnostic procedures
WORLD J UROL. 2022; Doi: 10.1007/s00345-022-03930-7 [OPEN ACCESS]
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** Sorantin, E; Grasser, MG; Hemmelmayr, A; Tschauner, S; Hrzic, F; Weiss, V; Lacekova, J; Holzinger, A The augmented radiologist: artificial intelligence in the practice of radiology.
Pediatr Radiol. 2022; 52(11):2074-2086 Doi: 10.1007/s00247-021-05177-7 [OPEN ACCESS]
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2021

Originalarbeit (Zeitschrift)

** Bloice, MD; Roth, PM; Holzinger, A Performing arithmetic using a neural network trained on images of digit permutation pairs
J INTELL INF SYST. 2021; Doi: 10.1007/s10844-021-00662-9
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** Holzinger, A; Malle, B; Saranti, A; Pfeifer, B Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI
INFORM FUSION. 2021; 71: 28-37. Doi: 10.1016/j.inffus.2021.01.008 [OPEN ACCESS]
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** Holzinger, A; Muller, H Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI
COMPUTER. 2021; 54(10): 78-86. Doi: 10.1109/MC.2021.3092610
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** Hudec, M; Minarikova, E; Mesiar, R; Saranti, A; Holzinger, A Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions
KNOWL-BASED SYST. 2021; 220: Doi: 10.1016/j.knosys.2021.106916 [OPEN ACCESS]
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** Jean-Quartier, C; Jeanquartier, F; Ridvan, A; Kargl, M; Mirza, T; Stangl, T; Markaĉ, R; Jurada, M; Holzinger, A Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma.
BMC MED INFORM DECIS. 2021; 21(1): 77-77. Doi: 10.1186/s12911-021-01420-1 [OPEN ACCESS]
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** Martinez, RM; Muller, H; Negru, S; Ormenisan, A; Muhr, LSA; Zhang, XY; Moller, FT; Clements, MS; Kozlakidis, Z; Pimenoff, VN; Wilkowski, B; Boeckhout, M; Ohman, H; Chong, S; Holzinger, A; Lehtinen, M; van Veen, EB; Bala, P; Widschwendter, M; Dowling, J; Tornroos, J; Snyder, MP; Dillner, J Human exposome assessment platform
ENVIRON EPIDEMIOL. 2021; 5(6): e182 Doi: 10.1097/EE9.0000000000000182 [OPEN ACCESS]
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** Muller, H; Holzinger, A Kandinsky Patterns
ARTIF INTELL. 2021; 300: 103546 Doi: 10.1016/j.artint.2021.103546 [OPEN ACCESS]
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** Muller, H; Mayrhofer, MT; Evert-Ben Van Veen; Holzinger, A The Ten Commandments of Ethical Medical AI
COMPUTER. 2021; 54(7): 119-123. Doi: 10.1109/MC.2021.3074263
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** Stoger, K; Schneeberger, D; Kieseberg, P; Holzinger, A Legal aspects of data cleansing in medical AI
COMPUT LAW SECUR REV. 2021; 42: 105587 Doi: 10.1016/j.clsr.2021.105587
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** Tran, TNT; Felfernig, A; Trattner, C; Holzinger, A Recommender systems in the healthcare domain: state-of-the-art and research issues
J INTELL INF SYST. 2021; Doi: 10.1007/s10844-020-00633-6
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** Wulczyn, E; Nagpal, K; Symonds, M; Moran, M; Plass, M; Reihs, R; Nader, F; Tan, F; Cai, Y; Brown, T; Flament-Auvigne, I; Amin, MB; Stumpe, MC; Müller, H; Regitnig, P; Holzinger, A; Corrado, GS; Peng, LH; Chen, PC; Steiner, DF; Zatloukal, K; Liu, Y; Mermel, CH Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading.
Commun Med (Lond). 2021; 1: 10 Doi: 10.1038/s43856-021-00005-3 [OPEN ACCESS]
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Übersichtsarbeit

** Majnarić, LT; Babič, F; O'Sullivan, S; Holzinger, A AI and Big Data in Healthcare: Towards a More Comprehensive Research Framework for Multimorbidity.
J CLIN MED. 2021; 10(4): 766 Doi: 10.3390/jcm10040766 [OPEN ACCESS]
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** Zhou, JL; Gandomi, AH; Chen, F; Holzinger, A Evaluating the Quality of Machine Learning Explanations: A Survey on Methods and Metrics
ELECTRONICS-SWITZ. 2021; 10(5): 593 Doi: 10.3390/electronics10050593 [OPEN ACCESS]
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Editorial

** Stoger, K; Schneeberger, D; Holzinger, A Medical Artificial Intelligence: The European Legal Perspective
COMMUN ACM. 2021; 64(11): 34-36. Doi: 10.1145/3458652
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2020

Originalarbeit (Zeitschrift)

** Carrington, AM; Fieguth, PW; Qazi, H; Holzinger, A; Chen, HLH; Mayr, F; Manuel, DG A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms.
BMC MED INFORM DECIS MAK. 2020; 20(1): 4 Doi: 10.1186/s12911-019-1014-6 [OPEN ACCESS]
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** Holzinger, A; Carrington, A; Müller, H Measuring the Quality of Explanations: The System Causability Scale (SCS): Comparing Human and Machine Explanations.
Kunstliche Intell (Oldenbourg). 2020; 34(2):193-198 Doi: 10.1007/s13218-020-00636-z [OPEN ACCESS]
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** Holzinger, A; Kieseberg, P; Mulller, H KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI.
ERCIM NEWS. 2020; (120): 41-42.
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** Jean-Quartier, C; Jeanquartier, F; Holzinger, A Open Data for Differential Network Analysis in Glioma.
Int J Mol Sci. 2020; 21(2): Doi: 10.3390/ijms21020547 [OPEN ACCESS]
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** Merdivan, E; Singh, D; Hanke, S; Kropf, J; Holzinger, A; Geist, M Human Annotated Dialogues Dataset for Natural Conversational Agents.
APPL SCI-BASEL. 2020; 10(3): 762 Doi: 10.3390/app10030762 [OPEN ACCESS]
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Übersichtsarbeit

** O'Sullivan, S; Leonard, S; Holzinger, A; Allen, C; Battaglia, F; Nevejans, N; van Leeuwen, FWB; Sajid, MI; Friebe, M; Ashrafian, H; Heinsen, H; Wichmann, D; Hartnett, M; Gallagher, AG Operational framework and training standard requirements for AI-empowered robotic surgery.
Int J Med Robot. 2020; 16(5):1-13 Doi: 10.1002/rcs.2020
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2019

Originalarbeit (Zeitschrift)

** Bloice, MD; Roth, PM; Holzinger, A Biomedical image augmentation using Augmentor.
Bioinformatics. 2019; 35(21):4522-4524 Doi: 10.1093/bioinformatics/btz259
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** Hassler, AP; Menasalvas, E; Garcia-Garcia, FJ; Rodriguez-Manas, L; Holzinger, A Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome
BMC MED INFORM DECIS. 2019; 19: 33 Doi: 10.1186/s12911-019-0747-6 [OPEN ACCESS]
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** Holzinger, A; Plass, M; Kickmeier-Rust, M; Holzinger, K; Crisan, GC; Pintea, CM; Palade, V Interactive machine learning: experimental evidence for the human in the algorithmic loop: A case study on Ant Colony Optimization
APPL INTELL. 2019; 49(7): 2401-2414. Doi: 10.1007/s10489-018-1361-5 [OPEN ACCESS]
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** Jeanquartier, F; Jean-Quartier, C; Holzinger, A Use case driven evaluation of open databases for pediatric cancer research.
BIODATA MIN. 2019; 12(6): 2-2. Doi: 10.1186/s13040-018-0190-8 [OPEN ACCESS]
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** Kickmeier-Rust, MD; Holzinger, A Interactive Ant Colony Optimization to Support Adaptation in Serious Games
INT J SERIOUS GAMES. 2019; 6(3): 37-50. Doi: 10.17083/ijsg.v6i3.308 [OPEN ACCESS]
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** Kieseberg, P; Klausner, L; Holzinger, A Distortion in Real-World Analytic Processes
ERCIM NEWS. 2019; (118): 49-50.
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** O'Sullivan, S; Ali, Z; Jiang, X; Abdolvand, R; Ünlü, MS; Silva, HPD; Baca, JT; Kim, B; Scott, S; Sajid, MI; Moradian, S; Mansoorzare, H; Holzinger, A Developments in Transduction, Connectivity and AI/Machine Learning for Point-of-Care Testing.
SENSORS-BASEL. 2019; 19(8): Doi: 10.3390/s19081917 [OPEN ACCESS]
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Übersichtsarbeit

** Holzinger, A; Haibe-Kains, B; Jurisica, I Why imaging data alone is not enough: AI-based integration of imaging, omics, and clinical data.
Eur J Nucl Med Mol Imaging. 2019; 46(13):2722-2730 Doi: 10.1007/s00259-019-04382-9
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** Holzinger, A; Langs, G; Denk, H; Zatloukal, K; Muller, H Causability and explainability of artificial intelligence in medicine
WIRES DATA MIN KNOWL. 2019; 9(4): e1312 Doi: 10.1002/widm.1312 [OPEN ACCESS]
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** O'Sullivan, S; Nevejans, N; Allen, C; Blyth, A; Leonard, S; Pagallo, U; Holzinger, K; Holzinger, A; Sajid, MI; Ashrafian, H Legal, regulatory, and ethical frameworks for development of standards in artificial intelligence (AI) and autonomous robotic surgery.
INT J MED ROBOT COMP. 2019; 15(1): e1968-e1968. Doi: 10.1002/rcs.1968 [OPEN ACCESS]
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** Sajid, MI; O'Sullivan, S; Nevejans, N; Allen, C; Blyth, A; Leonard, S; Pagallo, U; Holzinger, K; Holzinger, A; Ashrafian, H Legal, regulatory and ethical frameworks or standards for AI and autonomous robotic surgery.
BJOG-INT J OBSTET GY. 2019; 126: 212-213.-Artificial Intelligence; JUN 3-7, 2019; New York, USA. [Oral Communication]
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2018

Originalarbeit (Zeitschrift)

** Šabanović, Š; Ljiljana, MT; Babič, F; Vadovský, M; Paralič, J; Včev, A; Holzinger, A Metabolic syndrome in hypertensive women in the age of menopause: a case study on data from general practice electronic health records.
BMC MED INFORM DECIS. 2018; 18(1): 24-24. Doi: 10.1186/s12911-018-0601-2 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Holzinger, K; Mak, K; Kieseberg, P; Holzinger, A Can we trust Machine Learning Results? Artificial Intelligence in Safety-Critical decision Support
ERCIM NEWS. 2018; (112): 42-43.
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** Hudec, M; Bednarova, E; Holzinger, A Augmenting Statistical Data Dissemination by Short Quantified Sentences of Natural Language
J OFF STAT. 2018; 34(4): 981-1010. Doi: 10.2478/JOS-2018-0048 [OPEN ACCESS]
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** Jean-Quartier, C; Jeanquartier, F; Jurisica, I; Holzinger, A In silico cancer research towards 3R.
BMC CANCER. 2018; 18(1): 408-408. Doi: 10.1186/s12885-018-4302-0 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** O'Sullivan, S; Holzinger, A; Wichmann, D; Saldiva, PHN; Sajid, MI; Zatloukal, K Virtual autopsy: Machine Learning and AI provide new opportunities for investigating minimal tumor burden and therapy resistance by cancer patients.
Autops Case Rep. 2018; 8(1): e2018003-e2018003. Doi: 10.4322/acr.2018.003 [OPEN ACCESS]
PubMed PUBMED Central FullText FullText_MUG

 

2017

Originalarbeit (Zeitschrift)

** O'Sullivan, S; Holzinger, A; Zatloukal, K; Saldiva, P; Sajid, MI; Wichmann, D Machine learning enhanced virtual autopsy.
Autops Case Rep. 2017; 7(4):3-7 Doi: 10.4322/acr.2017.037 [OPEN ACCESS]
PubMed PUBMED Central FullText FullText_MUG

 

2016

Originalarbeit (Zeitschrift)

** Fößl, T; Ebner, M; Schön, S; Holzinger, A A Field Study of a Video Supported Seamless-Learning-Setting with Elementary Learners
EDUC TECHNOL SOC. 2016; 19(1): 321-336. [OPEN ACCESS]
Web of Science

 

** Jeanquartier, F; Jean-Quartier, C; Cemernek, D; Holzinger, A In silico modeling for tumor growth visualization.
BMC Syst Biol. 2016; 10(1):59-59 Doi: 10.1186/s12918-016-0318-8 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Mayer, C; Bachler, M; Holzinger, A; Stein, PK; Wassertheurer, S 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)
ENTROPY-SWITZ. 2016; 18(4): 129 Doi: 10.3390/e18040129 [OPEN ACCESS]
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2015

Originalarbeit (Zeitschrift)

** Da Silva, HP; Fairclough, S; Holzinger, A; Jacob, R; Tan, D Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction
ACM T COMPUT-HUM INT. 2015; 21(6): 29 Doi: 10.1145/2688203
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** Jeanquartier, F; Jean-Quartier, C; Holzinger, A Integrated web visualizations for protein-protein interaction databases.
BMC Bioinformatics. 2015; 16(1):195-195 Doi: 10.1186/s12859-015-0615-z [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Kozuh, I; Hintermair, M; Holzinger, A; Volcic, Z; Debevc, M Enhancing universal access: deaf and hard of hearing people on social networking sites
UNIVERSAL ACCESS INF. 2015; 14(4): 537-545. Doi: 10.1007/s10209-014-0354-3
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** Peischl, B; Ferk, M; Holzinger, A The fine art of user-centered software development
SOFTWARE QUAL J. 2015; 23(3): 509-536. Doi: 10.1007/s11219-014-9239-1
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Editorial

** Holzinger, A; Pasi, G; Introduction to the special issue on "interactive data analysis".
INFORM PROCESS MANAGE. 2015; 51(2): 141-143. Doi: 10.1016/j.ipm.2014.11.002
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Rezension

** Holzinger, A Data Mining with Decision Trees: Theory and Applications
ONLINE INFORM REV. 2015; 39(3): 437-438. Doi: 10.1108/OIR-04-2015-0121
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Abstract (Zeitschrift)

** Majnaric, L; Babic, F; Lukacova, A; Holzinger, A THE METABOLIC SYNDROME CHARACTERISTICS EXTENDED BY USING A MACHINE LEARNING APPROACH
ATHEROSCLEROSIS. 2015; 241(1):E171-E171.-83rd Congress of the European-Atherosclerosis-Society (EAS); MAR 22-25, 2015; Glasgow, SCOTLAND. Doi: 10.1016/j.atherosclerosis.2015.04.873 [Oral Communication]
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keine Übereinstimmung

** Petz, G; Karpowicz, M; Furschuss, H; Auinger, A; Stritesky, V; Holzinger, A Computational approaches for mining user's opinions on the Web 2.0 (Reprinted from Information Processing and Management, vol 50, pg 899-908, 2014)
INFORM PROCESS MANAG. 2015; 51(4): 510-519. Doi: 10.1016/j.ipm.2014.07.011
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2014

Originalarbeit (Zeitschrift)

** Bloice, MD; Simonic, KM; Holzinger, A Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records.
BMC Med Inform Decis Mak. 2014; 14(4):66-66 Doi: 10.1186/1472-6947-14-66 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Debevc, M; Stjepanovic, Z; Holzinger, A Development and evaluation of an e-learning course for deaf and hard of hearing based on the advanced Adapted Pedagogical Index method
INTERACT LEARN ENVIR. 2014; 22(1): 35-50. Doi: 10.1080/10494820.2011.641673
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** Emmert-Streib, F; de Matos Simoes, R; Glazko, G; McDade, S; Haibe-Kains, B; Holzinger, A; Dehmer, M; Campbell, F Functional and genetic analysis of the colon cancer network.
BMC Bioinformatics. 2014; 15 Suppl 6(16):S6-S6 Doi: 10.1186/1471-2105-15-S6-S6 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Holzinger, A; Dehmer, M; Jurisica, I Knowledge Discovery and interactive Data Mining in Bioinformatics--State-of-the-Art, future challenges and research directions.
BMC Bioinformatics. 2014; 15 Suppl 6(16):I1-I1 Doi: 10.1186/1471-2105-15-S6-I1 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Juric, S; Flis, V; Debevc, M; Holzinger, A; Zalik, B Towards a low-cost mobile subcutaneous vein detection solution using near-infrared spectroscopy.
ScientificWorldJournal. 2014; 2014(Pt 9):365902-365902 Doi: 10.1155/2014/365902 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Mayer, CC; Bachler, M; Hörtenhuber, M; Stocker, C; Holzinger, A; Wassertheurer, S Selection of entropy-measure parameters for knowledge discovery in heart rate variability data.
BMC Bioinformatics. 2014; 15 Suppl 6(10):S2-S2 Doi: 10.1186/1471-2105-15-S6-S2 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Müller, H; Reihs, R; Zatloukal, K; Holzinger, A Analysis of biomedical data with multilevel glyphs.
BMC Bioinformatics. 2014; 15 Suppl 6(6):S5-S5 Doi: 10.1186/1471-2105-15-S6-S5 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Petz, G; Karpowicz, M; Furschuss, H; Auinger, A; Stritesky, V; Holzinger, A Computational approaches for mining user's opinions on the Web 2.0
INFORM PROCESS MANAG. 2014; 50(6): 899-908. Doi: 10.1016/j.ipm.2014.07.005
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** Yildirim, P; Majnarić, L; Ekmekci, O; Holzinger, A Knowledge discovery of drug data on the example of adverse reaction prediction.
BMC Bioinformatics. 2014; 15 Suppl 6(Pt 9):S7-S7 Doi: 10.1186/1471-2105-15-S6-S7 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

2013

Originalarbeit (Zeitschrift)

** Bloice, MD; Simonic, KM; Holzinger, A On the usage of health records for the design of Virtual Patients: a systematic review.
BMC Med Inform Decis Mak. 2013; 13(1):103-103 Doi: 10.1186/1472-6947-13-103 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

** Hametner, B; Wassertheurer, S; Kropf, J; Mayer, C; Holzinger, A; Eber, B; Weber, T; Wave reflection quantification based on pressure waveforms alone-Methods, comparison, and clinical covariates.
COMPUT METHOD PROGRAM BIOMED. 2013; 109(3): 250-259. Doi: 10.1016/j.cmpb.2012.10.005
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** Holzinger, A; Zupan, M KNODWAT: a scientific framework application for testing knowledge discovery methods for the biomedical domain.
BMC Bioinformatics. 2013; 14(6):191-191 Doi: 10.1186/1471-2105-14-191 [OPEN ACCESS]
Web of Science PubMed PUBMED Central FullText FullText_MUG

 

2012

Originalarbeit (Zeitschrift)

** Holzinger, A; Stocker, C; Peischl, B; Simonic, KM; On Using Entropy for Enhancing Handwriting Preprocessing.
ENTROPY. 2012; 14(11): 2324-2350. Doi: 10.3390/e14112324 [OPEN ACCESS]
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** Mujacic, S; Debevc, M; Kosec, P; Bloice, M; Holzinger, A Modeling, design, development and evaluation of a hypervideo presentation for digital systems teaching and learning
MULTIMED TOOLS APPL. 2012; 58(2): 435-452. Doi: 10.1007/s11042-010-0665-1
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2011

Originalarbeit (Zeitschrift)

** Debevc, M; Kosec, P; Holzinger, A Improving multimodal web accessibility for deaf people: sign language interpreter module
MULTIMED TOOLS APPL. 2011; 54(1): 181-199. Doi: 10.1007/s11042-010-0529-8
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** Höll, B; Spat, S; Plank, J; Schaupp, L; Neubauer, K; Beck, P; Chiarugi, F; Kontogiannis, V; Pieber, TR; Holzinger, A Design of a Mobile, Safety-Critical in-Patient Glucose Management System.
Stud Health Technol Inform. 2011; 169: 950-954.
PubMed

 

** Holzinger, A; Baernthaler, M; Pammer, W; Katz, H; Bjelic-Radisic, V; Ziefle, M Investigating paper vs. screen in real-life hospital workflows: Performance contradicts perceived superiority of paper in the user experience
INT J HUM-COMPUT ST. 2011; 69(9): 563-570. Doi: 10.1016/j.ijhcs.2011.05.002
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** Holzinger, A; Kosec, P; Schwantzer, G; Debevc, M; Hofmann-Wellenhof, R; Frühauf, J Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness.
J Biomed Inform. 2011; 44(6): 968-977. Doi: 10.1016/j.jbi.2011.07.003 [OPEN ACCESS]
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** Holzinger, A; Searle, G; Wernbacher, M The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering
UNIVERSAL ACCESS INF. 2011; 10(3): 245-260. Doi: 10.1007/s10209-010-0212-x
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** Kreuzthaler, M; Bloice, MD; Faulstich, L; Simonic, KM; Holzinger, A A Comparison of Different Retrieval Strategies Working on Medical Free Texts
J UNIVERS COMPUT SCI. 2011; 17(7): 1109-1133. [OPEN ACCESS]
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2010

Originalarbeit (Zeitschrift)

** Holzinger, A; Nischelwitzer, A; Friedl, S; Hu, B Towards life long learning: three models for ubiquitous applications
WIREL COMMUN MOB COMPUT. 2010; 10(10): 1350-1365. Doi: 10.1002/wcm.715 [OPEN ACCESS]
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** Holzinger, A; Softic, S; Stickel, C; Ebner, M; Debevc, M; Hu, B NINTENDO WII REMOTE CONTROLLER IN HIGHER EDUCATION DEVELOPMENT AND EVALUATION OF A DEMONSTRATOR KIT FOR E-TEACHING
COMPUT INFORM. 2010; 29(4): 601-615.
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Editorial

** Holzinger, A; Thimbleby, H; Beale, R Human-Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable
INT J HUM-COMPUT STUDIES. 2010; 68(6): 325-327. Doi: 10.1016/j.ijhcs.2010.03.001
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2009

Originalarbeit (Zeitschrift)

** Holzinger, A; Kickmeier-Rust, MD; Wassertheurer, S; Hessinger, M Learning performance with interactive simulations in medical education: Lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator
COMPUT EDUC. 2009; 52(2): 292-301. Doi: 10.1016/j.compedu.2008.08.008
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2008

Originalarbeit (Zeitschrift)

** Hessinger, M; Holzinger, A; Leitner, D; Wassertheurer, S Hemodynamic models for education in physiology
MATH COMPUT SIMULAT. 2008; 79(4): 1039-1047. Doi: 10.1016/j.matcom.2008.02.015
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** Holzinger, A; Geierhofer, R; Modritscher, F; Tatzl, R Semantic Information in Medical Information Systems: Utilization of Text Mining Techniques to Analyze Medical Diagnoses
J UNIVERS COMPUT SCI. 2008; 14(24): 3781-3791.
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** Holzinger, A; Kickmeier-Rust, M; Albert, D Dynamic media in computer science education; Content complexity and learning performance: Is less more?
EDUC TECHNOL SOC. 2008; 11(1): 279-290. [OPEN ACCESS]
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Originalarbeit (Konferenzband)

** Holzinger, A; Holler, M; Bloice, M; Urlesberger, B Typical problems with developing mobile applications for health care - Some lessons learned from developing user-centered mobile applications in a hospital environment
. 2008; 235-240. [Poster]
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** Holzinger, A; Holler, M; Schedlbauer, M; Urlesberger, B An investigation of finger versus stylus input in medical scenarios
ITI. 2008; 433-438. Doi: 10.1109/ITI.2008.4588449 [Oral Communication]
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** Holzinger, A; Mukasa, KS; Nischelwitzer, AK Introduction to the special thematic session: Human-computer interaction and usability for elderly (HCI4AGING)
LECT NOTE COMPUT SCI. 2008; 5105: 18-21. Doi: 10.1007/978-3-540-70540-6_2 [Poster]
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** Holzinger, A; Schaupp, K; Eder-Halbed, W An investigation on acceptance of ubiquitous devices for the elderly in a geriatric hospital environment: Using the example of person tracking
LECT NOTE COMPUT SCI. 2008; 5105: 22-29. Doi: 10.1007/978-3-540-70540-6_3 [Poster]
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** Holzinger, A; Searle, G; Kleinberger, T; Seffah, A; Javahery, H Investigating usability metrics for the design and development of applications for the elderly
LECT NOTE COMPUT SCI. 2008; 5105: 98-105. Doi: 10.1007/978-3-540-70540-6_13 [Poster]
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** Holzinger, A; Trauner, J; Biffl, S Work lists for the transport of patients - A case for mobile applications in health care
. 2008; 454-459. [Poster]
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** Law, ELC; Kickmeier-Rust, MD; Albert, D; Holzinger, A Challenges in the Development and Evaluation of Immersive Digital Educational Games
LECT NOTE COMPUT SCI. 2008; 5298: 19-30. Doi: 10.1007/978-3-540-89350-9_2 [Oral Communication]
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** Miesenberger, K; Ossmann, R; Archambault, D; Searle, G; Holzinger, A More Than Just a Game: Accessibility in Computer Games
LECT NOTE COMPUT SCI. 2008; 5298: 247-260. Doi: 10.1007/978-3-540-89350-9_18 [Oral Communication]
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** Stickel, C; Holzinger, A; Ebner, M Useful oblivion versus Information Overload in e-learning examples in the context of Wiki systems
ITI. 2008; 171-176. Doi: 10.1109/ITI.2008.4588402 [Oral Communication]
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2007

Originalarbeit (Zeitschrift)

** Ebner, M; Holzinger, A Successful implementation of user-centered game based learning in higher education: An example from civil engineering
COMPUT EDUC. 2007; 49(3): 873-890. Doi: 10.1016/j.compedu.2005.11.026
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Rezension

** Holzinger, A Efficiency in Learning: Evidence-Based Guidelines to Manage Cognitive Load (Ruth Colvin Clark, Frank Nguyen and John Sweller).
Educational Technology and Society. 2007; 10(3): 325-326. [OPEN ACCESS]
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2006

Originalarbeit (Zeitschrift)

** Holzinger, A; Nischelwitzer, AK People with motor and mobility impairment: Innovative multimodal interfaces to wheelchairs - Introduction to the special thematic session
LECT NOTE COMPUT SCI. 2006; 4061: 989-991. Doi: 10.1007/11788713_144
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** Holzinger, A; Sammer, P; Hofmann-Wellenhof, R Mobile computing in medicine: Designing mobile questionnaires for elderly and partially sighted people
LECT NOTE COMPUT SCI. 2006; 4061: 732-739. Doi: 10.1007/11788713_107
Web of Science FullText FullText_MUG Google Scholar

 

** Nischelwitzer, AK; Sproger, B; Mahr, M; Holzinger, A MediaWheelie - A best practice example for research in multimodal user interfaces (MUIs)
LECT NOTE COMPUT SCI. 2006; 4061: 999-1005. Doi: 10.1007/11788713_146
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2005

Originalarbeit (Zeitschrift)

** Ebner, M; Holzinger, A Lurking: An underestimated human-computer phenomenon
IEEE MULTIMEDIA 2005 12: 70-75. Doi: 10.1109/MMUL.2005.74
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** Holzinger, A Usability engineering methods for software developers
COMMUN ACM 2005 48: 71-74. Doi: 10.1145/1039539.1039541
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2004

Originalarbeit (Zeitschrift)

** Holzinger, A Rapid prototyping for a Virtual Medical Campus interface
IEEE SOFTWARE 2004 21: 92-+. Doi: 10.1109/MS.2004.1259241
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** Holzinger, A; Errath, M Designing web-applications for mobile computers: Experiences with applications to medicine
LECT NOTE COMPUT SCI. 2004; 3196: 262-267. Doi: 10.1007/978-3-540-30111-0_22
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2003

Originalarbeit (Zeitschrift)

** Holzinger, A Finger instead of mouse: Touch screens as a means of enhancing universal access
LECT NOTE COMPUT SCI. 2003; 2615: 387-397. Doi: 10.1007/3-540-36572-9_30
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2002

Abstract (Zeitschrift)

** Smolle, J; Holzinger, A; Reibnegger, G Virtual medical campus Graz - the role of new media in an integrated medical curriculum
EXP DERMATOL 2002 11: 610-611.
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