Human-Centered Artificial Intelligence
Human-Centered Artificial Intelligence
Ulrich Bodenhofer
(ORCID: 0000-0001-6859-8828)
Disciplines
Computer Sciences (100%)
Keywords
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Artificial Intelligence,
Human-Centered Ai,
Human Computer Interaction,
Machine Learning,
CSCW
The rapid development of artificial intelligence (AI) in recent years has brought enormous opportunities but has also posed new risks. AI research has so far focused primarily on the development of systems that are intended to solve increasingly complex tasks with the greatest possible accuracy. As a result, the decisions and actions of such systems are becoming increasingly difficult to comprehend. HCAI is a doctoral research and education program run jointly by the University of Applied Sciences Upper Austria and Johannes Kepler University Linz. The program is funded by the Austrian Science Fund (FWF). It aims to put people and their needs at the center of AI research. Methods are being developed to make artificial intelligence more understandable, tran sparent and fair for humans on the one hand, and to support the interaction between humans and AI systems on the other hand. The doctoral students working in this program receive interdisciplinary training and work at the forefront of research and development of a new generation of human-centric AI technology.
Consortium
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
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consortium member (01.04.2022 -)
Research institution(s)
- FH Oberösterreich
Research Output
- 79 Citations
- 66 Publications
- 2 Artistic Creations
- 8 Disseminations
- 1 Scientific Awards
Publications
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2024
Title Moral reasoning in a digital age: blaming artificial intelligence for incorrect high-risk decisions DOI 10.1007/s12144-024-06658-2 Type Journal Article Author Hinterreiter A Journal Current Psychology -
2024
Title Reassuring, Misleading, Debunking: Comparing Effects of XAI Methods on Human Decisions DOI 10.1145/3665647 Type Journal Article Author Hinterreiter A Journal ACM Transactions on Interactive Intelligent Systems -
2023
Title Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks DOI 10.18653/v1/2023.findings-acl.386 Type Conference Proceeding Abstract Author Hauzenberger L Pages 6192-6214 -
2023
Title Parameter-efficient Modularised Bias Mitigation via AdapterFusion DOI 10.18653/v1/2023.eacl-main.201 Type Conference Proceeding Abstract Author Kumar D Pages 2738-2751 -
2023
Title Loops: Leveraging Provenance and Visualization to Support Exploratory Data Analysis in Notebooks DOI 10.31219/osf.io/79eyn Type Preprint Author Eckelt K -
2023
Title Marjorie: Visualizing Type 1 Diabetes Data to Support Pattern Exploration DOI 10.31219/osf.io/caj2n Type Preprint Author Eckelt K -
2025
Title Iguanodon: A Code-Breaking Game for Improving Visualization Construction Literacy. DOI 10.1109/tvcg.2024.3468948 Type Journal Article Author Adelberger P Journal IEEE transactions on visualization and computer graphics Pages 5713-5725 -
2025
Title D-Tour: Semi-Automatic Generation of Interactive Guided Tours for Visualization Dashboard Onboarding DOI 10.1109/tvcg.2024.3456347 Type Journal Article Author Dhanoa V Journal IEEE Transactions on Visualization and Computer Graphics -
2025
Title Loops: Leveraging Provenance and Visualization to Support Exploratory Data Analysis in Notebooks DOI 10.1109/tvcg.2024.3456186 Type Journal Article Author Eckelt K Journal IEEE Transactions on Visualization and Computer Graphics -
2024
Title CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space. DOI 10.1186/s13321-024-00840-1 Type Journal Article Author Humer C Journal Journal of cheminformatics Pages 51 -
2024
Title The Impact ofDifferential Privacy onRecommendation Accuracy andPopularity Bias; In: Advances in Information Retrieval - 46th European Conference on Information Retrieval, ECIR 2024, Glasgow, UK, March 24-28, 2024, Proceedings, Part IV DOI 10.1007/978-3-031-56066-8_33 Type Book Chapter Publisher Springer Nature Switzerland -
2024
Title Measuring Bias inSearch Results Through Retrieval List Comparison; In: Advances in Information Retrieval - 46th European Conference on Information Retrieval, ECIR 2024, Glasgow, UK, March 24-28, 2024, Proceedings, Part V DOI 10.1007/978-3-031-56069-9_2 Type Book Chapter Publisher Springer Nature Switzerland -
2024
Title Marjorie: Visualizing Type 1 Diabetes Data to Support Pattern Exploration. DOI 10.1109/tvcg.2023.3326936 Type Journal Article Author Eckelt K Journal IEEE transactions on visualization and computer graphics Pages 1216-1226 -
2024
Title Transitioning to a Commercial Dashboarding System: Socio-Technical Observations and Opportunities. DOI 10.1109/tvcg.2023.3326525 Type Journal Article Author Dhanoa V Journal IEEE transactions on visualization and computer graphics Pages 381-391 -
2024
Title AI Creativity in the Light of Autonomy; In: Artificial Intelligence, Co-Creation and Creativity Type Book Chapter Author A. Nikrang Publisher Routledge Pages 13 Link Publication -
2024
Title AI Creativity in The Light of Autonomy; In: Artificial Intelligence, Co-Creation and Creativity: The New Frontier for Innovation Type Book Chapter Author Nikrang A Publisher Routledge -
2024
Title Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters Type Conference Proceeding Abstract Author Masoudian Conference 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) Link Publication -
2024
Title Psychology-informed Information Access Systems Workshop Type Conference Proceeding Abstract Author Moscati Conference 17th ACM International Conference on Web Search and Data Mining (WSDM 2024) -
2024
Title A Hybrid Cooperative Approach for Symbolic Regression- (Accepted) Type Conference Proceeding Abstract Author Affenzeller Michael Conference Eurocast 2024 19th International Conference on Computer Aided Systems Theory -
2024
Title Personalized Complementarity in Human-AI Collaboration Type Conference Proceeding Abstract Author Breckner K Conference Mensch und Computer Conference, MCI-WS11: ABIS 2024 - International Workshop on Personalization and Recommendation -
2024
Title Simultaneous Unlearning of Multiple Protected User Attributes From Variational Autoencoder Recommenders Using Adversarial Training Type Conference Proceeding Abstract Author Escobedo Conference 5th International Workshop on Algorithmic Bias in Search and Recommendation (BIAS @ SIGIR 2024) -
2024
Title Making Alice Appear Like Bob: A Probabilistic Preference Obfuscation Method For Implicit Feedback Recommendation Models Type Conference Proceeding Abstract Author Escobedo Conference European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2024) -
2025
Title The Changing Nature of Human-AI Relations: A Scoping Review on Terminology and Evolvement in the Scientific Literature Type Journal Article Author K. Breckner Journal International Journal of Human-Computer Interaction Pages 58 -
2025
Title Peer or Steer: A Pilot Study Exploring Human-AI Collaboration in Creative Fields Type Journal Article Author D. Lang Journal Proceedings of the ACM on Human-Computer Interaction (PACMHCI) Pages 34 -
2023
Title Explainable Artificial Intelligence Improves Human Decision-Making: Results from a Mushroom Picking Experiment at a Public Art Festival DOI 10.1080/10447318.2023.2221605 Type Journal Article Author Hinterreiter A Journal International Journal of Human-Computer Interaction -
2023
Title Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation DOI 10.1145/3604915.3608838 Type Conference Proceeding Abstract Author Moscati M Pages 840-847 -
2023
Title ReuseKNN: Neighborhood Reuse for Differentially Private KNN-Based Recommendations DOI 10.1145/3608481 Type Journal Article Author Lex E Journal ACM Transactions on Intelligent Systems and Technology -
2023
Title Show me a "Male Nurse"! How Gender Bias is Reflected in the Query Formulation of Search Engine Users DOI 10.1145/3544548.3580863 Type Conference Proceeding Abstract Author Kopeinik S Pages 1-15 -
2023
Title Grep-BiasIR: A Dataset for Investigating Gender Representation Bias in Information Retrieval Results DOI 10.1145/3576840.3578295 Type Conference Proceeding Abstract Author Krieg K Pages 444-448 -
2023
Title CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space DOI 10.17605/osf.io/vda72 Type Other Author Heinrich J Link Publication -
2023
Title Predicting the Price of Bitcoin Using Sentiment-Enriched Time Series Forecasting DOI 10.3390/bdcc7030137 Type Journal Article Author Frohmann M Journal Big Data and Cognitive Computing -
2023
Title Emotion-aware music tower blocks (EmoMTB): an intelligent audiovisual interface for music discovery and recommendation DOI 10.1007/s13735-023-00275-8 Type Journal Article Author Melchiorre A Journal International Journal of Multimedia Information Retrieval -
2023
Title Understanding and Comparing Multi-Modal Models: Exploring the Latent Space of CLIP-like Models (CLIP, CyCLIP, CLOOB) Using Inter-Modal Pairs Type Other Author Humer C Conference 6th Workshop on Visualization for AI Explainability, 2023 Link Publication -
2023
Title How Far Can Public Transport Take You? Type Other Author Humer C Conference IEEE VIS Workshop on Visualising Cities (CityVis '23) Link Publication -
2023
Title Visualizing Pairwise Feature Interactions in Neural Additive Models Type Other Author Hinterreiter A Conference EG Conference on Visualization (EuroVis '23) -
2023
Title Identifying Words in Job Advertisements Responsible for Gender Bias in Candidate Ranking Systems via Counterfactual Learning Type Conference Proceeding Abstract Author Grosz Conference 3rd Workshop on Recommender Systems for Human Resources (RecSys in HR @ RecSys 2023 -
2023
Title Trustworthy Recommender Systems: Technical, Ethical, Legal, and Regulatory Perspectives Type Conference Proceeding Abstract Author Anelli Conference 17th ACM Conference on Recommender Systems (RecSys 2023) -
2023
Title Computational Versus Perceived Popularity Miscalibration in Recommender Systems Type Conference Proceeding Abstract Author Escobedo Conference 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2023) -
2023
Title A Study on Accuracy, Miscalibration, and Popularity Bias in Recommendations Type Conference Proceeding Abstract Author . Conference 4th International Workshop on Algorithmic Bias in Search and Recommendation (BIAS 2023) at the 44th European Conference on Information Retrieval (ECIR 2023) -
2023
Title Trustworthy Algorithmic Ranking Systems Type Conference Proceeding Abstract Author Gómez Conference 16th ACM International Conference on Web Search and Data Mining (WSDM 2023) -
2023
Title CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space DOI 10.26434/chemrxiv-2023-218lq Type Preprint Author Humer C -
2023
Title Effects of Explainable Artificial Intelligence on trust and human behavior in a high-risk decision task DOI 10.1016/j.chb.2022.107539 Type Journal Article Author Humer C Journal Computers in Human Behavior -
2023
Title ParaDime: A Framework for Parametric Dimensionality Reduction. DOI 10.1111/cgf.14834 Type Journal Article Author Hinterreiter A Journal Computer graphics forum : journal of the European Association for Computer Graphics Pages 337-348 -
2023
Title Differential privacy in collaborative filtering recommender systems: a review. DOI 10.3389/fdata.2023.1249997 Type Journal Article Author Lex E Journal Frontiers in big data Pages 1249997 -
2023
Title Fairness of recommender systems in the recruitment domain: an analysis from technical and legal perspectives. DOI 10.3389/fdata.2023.1245198 Type Journal Article Author Grosz T Journal Frontiers in big data Pages 1245198 -
2021
Title ChemInformatics Model Explorer (CIME): Exploratory analysis of chemical model explanations DOI 10.17605/osf.io/kns6m Type Other Author Heinrich J Link Publication -
2022
Title ParaDime: A Framework for Parametric Dimensionality Reduction DOI 10.48550/arxiv.2210.04582 Type Preprint Author Hinterreiter A -
2022
Title Explainability in music recommender systems DOI 10.1002/aaai.12056 Type Journal Article Author Afchar D Journal AI Magazine Pages 190-208 Link Publication -
2022
Title Do Perceived Gender Biases in Retrieval Results Affect Relevance Judgements? DOI 10.1007/978-3-031-09316-6_10 Type Book Chapter Author Krieg K Publisher Springer Nature Pages 104-116 -
2022
Title ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.1186/s13321-022-00600-z Type Journal Article Author Humer C Journal Journal of Cheminformatics Pages 21 Link Publication -
2022
Title Explainable Artificial Intelligence improves human decision-making: Results from a mushroom picking experiment at a public art festival DOI 10.31219/osf.io/68emr Type Preprint Author Hinterreiter A -
2022
Title Exploring Cross-group Discrepancies in Calibrated Popularity for Accuracy/Fairness Trade-off Optimization Type Other Author Brandl S. Pages - Link Publication -
2022
Title Interactive Attribution-based Explanations for Image Segmentation Type Other Author Elharty M Conference EuroVis 2022 - Posters Link Publication -
2022
Title Multiperspective and Multidisciplinary Treatment of Fairness in Recommender Systems Research Type Conference Proceeding Abstract Author Rekabsaz Conference 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP 2022) -
2022
Title Retrieval and Recommendation Systems at the Crossroads of Artificial Intelligence, Ethics, and Regulation Type Conference Proceeding Abstract Author Gómez Conference 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022) -
2022
Title Unlearning Protected User Attributes in Recommendations with Adversarial Training Type Conference Proceeding Abstract Author Ganhör Conference 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022) -
2023
Title Visual Exploration of Relationships and Structure in Low-Dimensional Embeddings. DOI 10.1109/tvcg.2022.3156760 Type Journal Article Author Eckelt K Journal IEEE transactions on visualization and computer graphics Pages 3312-3326 -
2022
Title Psychology-informed Recommender Systems Tutorial DOI 10.1145/3523227.3547375 Type Conference Proceeding Abstract Author Lex E Pages 714-717 Link Publication -
2022
Title ProtoMF: Prototype-based Matrix Factorization for Effective and Explainable Recommendations DOI 10.1145/3523227.3546756 Type Conference Proceeding Abstract Author Melchiorre A Pages 246-256 Link Publication -
2022
Title Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533.v2 Type Other Author Heberle H Link Publication -
2022
Title Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533 Type Other Author Heberle H Link Publication -
2022
Title Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533.v1 Type Other Author Heberle H Link Publication -
0
Title Exploring and Explaining Visual Patterns in Embedding Spaces (working title) Type PhD Thesis Author Humer, Christina -
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Title Human-AI Collaboration (working title) Type PhD Thesis Author Breckner, Karin -
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Title Mitigating Multifaceted Biases in Recommender Systems (working title) Type PhD Thesis Author Escobedo, Gustavo -
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Title Integration of Human Expertise and a-priori Knowledge in White-box Machine Learning (working title) Type PhD Thesis Author Etaati, Bahareh
Disseminations
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2024
Title Invited Talk: KI in der Medizin Type A talk or presentation -
2023
Title Künstliche Intelligenz und Analytik: Beobachten - Lernen - Entscheiden Type A talk or presentation -
2024
Title Visualizing Insights from Data - Bayer Data Science Fellow Symposium (keynote talk) Type A talk or presentation -
2024
Title Kolloquium Presentation Type A talk or presentation -
2023
Link
Title WTUN WEBINAR: PRESCRIPTIVE ANALYTICS AND INDUSTRIAL AI: ONLY THOSE WHO KNOW THE PAST AND UNDERSTAND THE PRESENT CAN SHAPE THE FUTURE Type A broadcast e.g. TV/radio/film/podcast (other than news/press) Link Link -
2018
Link
Title EvoSoft - Evolutionary Computation Software Systems Type Participation in an activity, workshop or similar Link Link -
2023
Title Inivited Talk: Explainable AI and Data Visualization Type A talk or presentation -
2024
Title Invited Talk: VIS4ML & ML4Vis - Bridging Algorithm and User-Focused Perspectives Department of Computer Science, ETH Zürich Type A talk or presentation
Scientific Awards
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2023
Title Best Submission Award at VISxAI 2023 Type Poster/abstract prize Level of Recognition Continental/International