Andreas Holzinger

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

Effects of Fairness and Explanation on Trust in Ethical AI

Angerschmid, A., Theuermann, K., Holzinger, A., Chen, F. & Zhou, J., 2022, Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings. Holzinger, A., Holzinger, A., Holzinger, A., Kieseberg, P., Tjoa, A. M., Weippl, E. & Weippl, E. (eds.). Springer Science and Business Media Deutschland GmbH, p. 51-67 17 p. (Lecture Notes in Computer Science ; vol. 13480 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

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. 492-510

Research 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. 139-158

Research output: Contribution to journal › Article › peer-review

Open Access

File

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. 219-229

Research 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

The Next Frontier: AI We Can Really Trust

Holzinger, A., 2021, Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Proceedings: ECML PKDD 2021. Kamp, M., Koprinska, I., Bibal, A., Bouadi, T., Frénay, B., Galárraga, L., Oramas, J., Adilova, L., Krishnamurthy, Y., Kang, B., Largeron, C., Lijffijt, J., Viard, T., Welke, P., Ruocco, M., Aune, E., Gallicchio, C., Schiele, G. & Pernkopf, F. (eds.). Cham: Springer, p. 427-440 14 p. publons.com/p/52081722/. (Communications in Computer and Information Science; vol. 1524).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Open Access

File

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

Property-Based Testing for Parameter Learning of Probabilistic Graphical Models

Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 1 Jan 2020, Machine Learning and Knowledge Extraction: CD-MAKE 2020. Holzinger, A., Kieseberg, P. & Min Tjoa, A. (eds.). Springer, Cham, p. 499-515 17 p. (Lecture Notes in Computer Science; vol. 12279).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

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. 4522-4524

Research output: Contribution to journal › Article › peer-review

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

Insights into Learning Competence Through Probabilistic Graphical Models

Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 2 Sept 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 proceeding › Conference paper › peer-review

Patch augmentation: Towards efficient decision boundaries for neural networks

Bloice, M. D., Roth, P. M. & Holzinger, A., 8 Nov 2019, (arXiv.org e-Print archive).

Research output: Working paper › Preprint

Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs

Bloice, M. D., Roth, P. M. & Holzinger, A., 6 Dec 2019, (arXiv.org e-Print archive).

Research output: Working paper › Preprint

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

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 proceeding › Conference paper › peer-review

File

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 proceeding › Chapter › peer-review

Open Access

File

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 proceeding › Conference paper › peer-review

Explainable AI (ex-AI)

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

Research output: Contribution to journal › Article › peer-review

Open Access

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 proceeding › Conference paper › peer-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 journal › Article › peer-review

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

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 (Lecture Notes in Computer Science; vol. 9605).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Open Access

File

Gesture-Based Interactions in Video Games with the Leap Motion Controller

Pirker, J., Pojer, M., Holzinger, A. & Gütl, C., 2017, Human-Computer Interaction. User Interface Design, Development and Multimodality: HCI 2017. p. 620-633 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); no. 10271).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Interactive Anonymization for Privacy aware Machine Learning

Malle, B., Kieseberg, P. & Holzinger, A., 2017, CEUR Workshop Proceedings. CEUR-WS, Vol. 1924. p. 15 - 26

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

File

Machine Learning and Knowledge Extraction in Digital Pathology needs an integrative approach

Holzinger, A., Malle, B., Kieseberg, P., Müller, H., Reihs, R. & Zatloukal, K., 2017, Towards Integrative Machine Learning and Knowledge Extraction: BIRS Workshop, Banff, AB, Canada, July 24-26, 2015, Revised Selected Papers. Holzinger, A., Goebel, R., Ferri, M. & Palade, V. (eds.). Cham: Springer, (Lecture Notes in Computer Science; vol. 10344).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

Machine Learning Notation Tutorial

Holzinger, A., 16 Jan 2017

Research output: Other contribution › Lecture notes

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning

Robert, S., Büttner, S., Röcker, C. & Holzinger, A., 8 Apr 2017, Machine Learning for Health Informatics . Springer, p. 357-376 (Lecture Notes in Computer Science; vol. LNAI 9605).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Open Access

File

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 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. 157-168

Research output: Contribution to journal › Article › peer-review

Open Access

Application of Graph Entropy for Knowledge Discovery and Data Mining

Calero Valdez, A., Dehmer, M. & Holzinger, A., 24 Sept 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 proceeding › Chapter › peer-review

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 › peer-review

Open Access

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 › peer-review

Big Data of Complex Networks

Dehmer, M. (ed.), Emmert-Streib, F. (ed.), Pickl, S. (ed.) & Holzinger, A. (ed.), 16 Sept 2016, Boca Raton, London, New York: CRC Press Taylor & Francis Group. 320 p.

Research output: Book/Report › Book › peer-review

File

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 Sept 2016, Cham (Switzerland): Springer.

Research output: Book/Report › Book › peer-review

Open Access

File

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

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, Information Technology in Bio- and Medical Informatics. ITBAM 2016. Cham: Springer, p. 49-66 (Lecture Notes in Computer Science; vol. 9832).

Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

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 Sept 2016, In: Brain Informatics. 3, 3, p. 133-143

Research output: Contribution to journal › Article › peer-review

Open Access

Interactive Machine Learning (iML)

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

Research output: Contribution to journal › Article › peer-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 conference › Paper › peer-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 journal › Article › peer-review

Open Access

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. 148-167 167 p. ( Lecture Notes in Computer Science book series; vol. LNAI, volume 9580).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Open Access

File

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 Computer Science; vol. LNAI 9605).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

File

Machine Learning for Health Informatics: State-of-the-Art and Future Challenges: Lecture Notes in Artificial Intelligence

Holzinger, A. (ed.), 12 Dec 2016, Cham: Springer International. 503 p.

Research output: Book/Report › Book › peer-review

Andreas Holzinger

Research output

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