Menschzentrierte künstliche Intelligenz
Human-Centered Artificial Intelligence
Wissenschaftsdisziplinen
Informatik (100%)
Keywords
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Artificial Intelligence,
Human-Centered Ai,
Human Computer Interaction,
Machine Learning,
CSCW
Die rasante Entwicklung künstlicher Intelligenz (KI) in den letzten Jahren hat enorme Chancen aber auch Risiken zu Tage gefördert. Die KI-Forschung konzentrierte sich bisher vor allem auf die Entwicklung von Systemen, die immer komplexer werdende Aufgaben mit möglichst hoher Genauigkeit lösen sollen. Das hat zur Folge, dass die Entscheidungen und Aktionen solcher Systeme für Menschen immer schwerer nachvollziehbar sind. HCAI ist ein von der Fachhochschule OÖ und der Johannes Kepler Universität Linz gemeinsam betriebenes und vom FWF gefördertes Doktoratsprogramm, das zum Ziel hat, Menschen und ihre Bedürfnisse ins Zentrum der KI-Forschung zu rücken. Es werden Methoden entwickelt, um künstliche Intelligenz einerseits für Menschen verständlicher, transparenter und fairer zu machen und andererseits die Interaktion zwischen Menschen und KI-Systemen zu unterstützen. Die in diesem Programm arbeitenden Dissertand*innen werden interdisziplinär ausgebildet und arbeiten an vorderster Front an der Entwicklung einer neuen Generation von menschzentrierter KI-Technologie.
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
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Konsortiumsmitglied (01.04.2022 -)
- FH Oberösterreich
Research Output
- 493 Zitationen
- 66 Publikationen
- 2 Künstlerischer Output
- 8 Disseminationen
- 1 Wissenschaftliche Auszeichnungen
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2023
Titel Show me a "Male Nurse"! How Gender Bias is Reflected in the Query Formulation of Search Engine Users DOI 10.1145/3544548.3580863 Typ Conference Proceeding Abstract Autor Kopeinik S Seiten 1-15 Link Publikation -
2023
Titel Loops: Leveraging Provenance and Visualization to Support Exploratory Data Analysis in Notebooks DOI 10.31219/osf.io/79eyn Typ Preprint Autor Eckelt K Link Publikation -
2023
Titel Effects of Explainable Artificial Intelligence on trust and human behavior in a high-risk decision task DOI 10.1016/j.chb.2022.107539 Typ Journal Article Autor Leichtmann B Journal Computers in Human Behavior Seiten 107539 Link Publikation -
2023
Titel Visual Exploration of Relationships and Structure in Low-Dimensional Embeddings DOI 10.1109/tvcg.2022.3156760 Typ Journal Article Autor Eckelt K Journal IEEE Transactions on Visualization and Computer Graphics Seiten 3312-3326 Link Publikation -
2023
Titel Grep-BiasIR: A Dataset for Investigating Gender Representation Bias in Information Retrieval Results DOI 10.1145/3576840.3578295 Typ Conference Proceeding Abstract Autor Krieg K Seiten 444-448 -
2023
Titel Marjorie: Visualizing Type 1 Diabetes Data to Support Pattern Exploration DOI 10.31219/osf.io/caj2n Typ Preprint Autor Scimone A Link Publikation -
2024
Titel Measuring Bias in Search Results Through Retrieval List Comparison DOI 10.1007/978-3-031-56069-9_2 Typ Book Chapter Autor Ratz L Verlag Springer Nature Seiten 20-34 Link Publikation -
2024
Titel The Impact of Differential Privacy on Recommendation Accuracy and Popularity Bias DOI 10.1007/978-3-031-56066-8_33 Typ Book Chapter Autor Müllner P Verlag Springer Nature Seiten 466-482 Link Publikation -
2024
Titel Reassuring, Misleading, Debunking: Comparing Effects of XAI Methods on Human Decisions DOI 10.1145/3665647 Typ Journal Article Autor Humer C Journal ACM Transactions on Interactive Intelligent Systems Seiten 1-36 Link Publikation -
2024
Titel CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space DOI 10.1186/s13321-024-00840-1 Typ Journal Article Autor Humer C Journal Journal of Cheminformatics Seiten 51 Link Publikation -
2024
Titel AI Creativity in the Light of Autonomy; In: Artificial Intelligence, Co-Creation and Creativity Typ Book Chapter Autor A. Nikrang Verlag Routledge Seiten 13 Link Publikation -
2024
Titel Personalized Complementarity in Human-AI Collaboration Typ Conference Proceeding Abstract Autor Breckner K Konferenz Mensch und Computer Conference, MCI-WS11: ABIS 2024 - International Workshop on Personalization and Recommendation -
2024
Titel Simultaneous Unlearning of Multiple Protected User Attributes From Variational Autoencoder Recommenders Using Adversarial Training Typ Conference Proceeding Abstract Autor Escobedo Konferenz 5th International Workshop on Algorithmic Bias in Search and Recommendation (BIAS @ SIGIR 2024) -
2024
Titel Making Alice Appear Like Bob: A Probabilistic Preference Obfuscation Method For Implicit Feedback Recommendation Models Typ Conference Proceeding Abstract Autor Escobedo Konferenz European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2024) -
2024
Titel A Hybrid Cooperative Approach for Symbolic Regression- (Accepted) Typ Conference Proceeding Abstract Autor Affenzeller Michael Konferenz Eurocast 2024 19th International Conference on Computer Aided Systems Theory -
2024
Titel AI Creativity in The Light of Autonomy; In: Artificial Intelligence, Co-Creation and Creativity: The New Frontier for Innovation Typ Book Chapter Autor Nikrang A Verlag Routledge -
2024
Titel Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters Typ Conference Proceeding Abstract Autor Masoudian Konferenz 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) Link Publikation -
2024
Titel Psychology-informed Information Access Systems Workshop Typ Conference Proceeding Abstract Autor Moscati Konferenz 17th ACM International Conference on Web Search and Data Mining (WSDM 2024) -
2022
Titel Explainability in music recommender systems DOI 10.1002/aaai.12056 Typ Journal Article Autor Afchar D Journal AI Magazine Seiten 190-208 Link Publikation -
2022
Titel Do Perceived Gender Biases in Retrieval Results Affect Relevance Judgements? DOI 10.1007/978-3-031-09316-6_10 Typ Book Chapter Autor Krieg K Verlag Springer Nature Seiten 104-116 -
2022
Titel ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.1186/s13321-022-00600-z Typ Journal Article Autor Humer C Journal Journal of Cheminformatics Seiten 21 Link Publikation -
2025
Titel The Changing Nature of Human-AI Relations: A Scoping Review on Terminology and Evolvement in the Scientific Literature Typ Journal Article Autor K. Breckner Journal International Journal of Human-Computer Interaction Seiten 58 -
2025
Titel Peer or Steer: A Pilot Study Exploring Human-AI Collaboration in Creative Fields Typ Journal Article Autor D. Lang Journal Proceedings of the ACM on Human-Computer Interaction (PACMHCI) Seiten 34 -
2023
Titel Predicting the Price of Bitcoin Using Sentiment-Enriched Time Series Forecasting DOI 10.3390/bdcc7030137 Typ Journal Article Autor Frohmann M Journal Big Data and Cognitive Computing Seiten 137 Link Publikation -
2023
Titel Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks DOI 10.18653/v1/2023.findings-acl.386 Typ Conference Proceeding Abstract Autor Hauzenberger L Seiten 6192-6214 Link Publikation -
2023
Titel Differential privacy in collaborative filtering recommender systems: a review DOI 10.3389/fdata.2023.1249997 Typ Journal Article Autor Müllner P Journal Frontiers in Big Data Seiten 1249997 Link Publikation -
2023
Titel Fairness of recommender systems in the recruitment domain: an analysis from technical and legal perspectives DOI 10.3389/fdata.2023.1245198 Typ Journal Article Autor Kumar D Journal Frontiers in Big Data Seiten 1245198 Link Publikation -
2023
Titel Marjorie: Visualizing Type 1 Diabetes Data to Support Pattern Exploration DOI 10.1109/tvcg.2023.3326936 Typ Journal Article Autor Scimone A Journal IEEE Transactions on Visualization and Computer Graphics Seiten 1216-1226 Link Publikation -
2023
Titel Transitioning to a Commercial Dashboarding System: Socio-Technical Observations and Opportunities DOI 10.1109/tvcg.2023.3326525 Typ Journal Article Autor Walchshofer C Journal IEEE Transactions on Visualization and Computer Graphics Seiten 381-391 Link Publikation -
2023
Titel Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation DOI 10.1145/3604915.3608838 Typ Conference Proceeding Abstract Autor Moscati M Seiten 840-847 Link Publikation -
2023
Titel Parameter-efficient Modularised Bias Mitigation via AdapterFusion DOI 10.18653/v1/2023.eacl-main.201 Typ Conference Proceeding Abstract Autor Kumar D Seiten 2738-2751 Link Publikation -
2023
Titel Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation DOI 10.1007/s13735-023-00275-8 Typ Journal Article Autor Melchiorre A Journal International Journal of Multimedia Information Retrieval Seiten 13 Link Publikation -
2023
Titel CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space DOI 10.26434/chemrxiv-2023-218lq Typ Preprint Autor Humer C Link Publikation -
2023
Titel ReuseKNN: Neighborhood Reuse for Differentially Private KNN-Based Recommendations DOI 10.1145/3608481 Typ Journal Article Autor Müllner P Journal ACM Transactions on Intelligent Systems and Technology Seiten 1-29 Link Publikation -
2023
Titel Explainable Artificial Intelligence Improves Human Decision-Making: Results from a Mushroom Picking Experiment at a Public Art Festival DOI 10.1080/10447318.2023.2221605 Typ Journal Article Autor Leichtmann B Journal International Journal of Human–Computer Interaction Seiten 4787-4804 Link Publikation -
2023
Titel ParaDime: A Framework for Parametric Dimensionality Reduction DOI 10.1111/cgf.14834 Typ Journal Article Autor Hinterreiter A Journal Computer Graphics Forum Seiten 337-348 Link Publikation -
2023
Titel Visualizing Pairwise Feature Interactions in Neural Additive Models Typ Other Autor Hinterreiter A Konferenz EG Conference on Visualization (EuroVis '23) -
2023
Titel How Far Can Public Transport Take You? Typ Other Autor Humer C Konferenz IEEE VIS Workshop on Visualising Cities (CityVis '23) Link Publikation -
2023
Titel Understanding and Comparing Multi-Modal Models: Exploring the Latent Space of CLIP-like Models (CLIP, CyCLIP, CLOOB) Using Inter-Modal Pairs Typ Other Autor Humer C Konferenz 6th Workshop on Visualization for AI Explainability, 2023 Link Publikation -
2023
Titel Identifying Words in Job Advertisements Responsible for Gender Bias in Candidate Ranking Systems via Counterfactual Learning Typ Conference Proceeding Abstract Autor Grosz Konferenz 3rd Workshop on Recommender Systems for Human Resources (RecSys in HR @ RecSys 2023 -
2023
Titel Computational Versus Perceived Popularity Miscalibration in Recommender Systems Typ Conference Proceeding Abstract Autor Escobedo Konferenz 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2023) -
2023
Titel Trustworthy Recommender Systems: Technical, Ethical, Legal, and Regulatory Perspectives Typ Conference Proceeding Abstract Autor Anelli Konferenz 17th ACM Conference on Recommender Systems (RecSys 2023) -
2023
Titel A Study on Accuracy, Miscalibration, and Popularity Bias in Recommendations Typ Conference Proceeding Abstract Autor . Konferenz 4th International Workshop on Algorithmic Bias in Search and Recommendation (BIAS 2023) at the 44th European Conference on Information Retrieval (ECIR 2023) -
2023
Titel Trustworthy Algorithmic Ranking Systems Typ Conference Proceeding Abstract Autor Gómez Konferenz 16th ACM International Conference on Web Search and Data Mining (WSDM 2023) -
2023
Titel CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space DOI 10.17605/osf.io/vda72 Typ Other Autor Heberle H Link Publikation -
2024
Titel Iguanodon: A Code-Breaking Game for Improving Visualization Construction Literacy DOI 10.1109/tvcg.2024.3468948 Typ Journal Article Autor Adelberger P Journal IEEE Transactions on Visualization and Computer Graphics Seiten 5713-5725 -
2024
Titel Loops: Leveraging Provenance and Visualization to Support Exploratory Data Analysis in Notebooks DOI 10.1109/tvcg.2024.3456186 Typ Journal Article Autor Eckelt K Journal IEEE Transactions on Visualization and Computer Graphics Seiten 1213-1223 Link Publikation -
2024
Titel A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios DOI 10.1145/3640457.3688138 Typ Conference Proceeding Abstract Autor Ganhör C Seiten 380-390 Link Publikation -
2024
Titel Moral reasoning in a digital age: blaming artificial intelligence for incorrect high-risk decisions DOI 10.1007/s12144-024-06658-2 Typ Journal Article Autor Leichtmann B Journal Current Psychology Seiten 32412-32421 Link Publikation -
2022
Titel Explainable Artificial Intelligence improves human decision-making: Results from a mushroom picking experiment at a public art festival DOI 10.31219/osf.io/68emr Typ Preprint Autor Hinterreiter A -
2022
Titel ProtoMF: Prototype-based Matrix Factorization for Effective and Explainable Recommendations DOI 10.1145/3523227.3546756 Typ Conference Proceeding Abstract Autor Melchiorre A Seiten 246-256 Link Publikation -
2022
Titel Psychology-informed Recommender Systems Tutorial DOI 10.1145/3523227.3547375 Typ Conference Proceeding Abstract Autor Lex E Seiten 714-717 Link Publikation -
2022
Titel ParaDime: A Framework for Parametric Dimensionality Reduction DOI 10.48550/arxiv.2210.04582 Typ Preprint Autor Hinterreiter A -
2022
Titel ChemInformatics Model Explorer (CIME): Exploratory analysis of chemical model explanations DOI 10.17605/osf.io/kns6m Typ Other Autor Heberle H Link Publikation -
2022
Titel Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533 Typ Other Autor Heberle H Link Publikation -
2022
Titel Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533.v2 Typ Other Autor Heberle H Link Publikation -
2022
Titel Additional file 1 of ChemInformatics Model Explorer (CIME): exploratory analysis of chemical model explanations DOI 10.6084/m9.figshare.19518533.v1 Typ Other Autor Heberle H Link Publikation -
2022
Titel Exploring Cross-group Discrepancies in Calibrated Popularity for Accuracy/Fairness Trade-off Optimization Typ Other Autor Brandl S. Seiten - Link Publikation -
2022
Titel Multiperspective and Multidisciplinary Treatment of Fairness in Recommender Systems Research Typ Conference Proceeding Abstract Autor Rekabsaz Konferenz 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP 2022) -
2022
Titel Retrieval and Recommendation Systems at the Crossroads of Artificial Intelligence, Ethics, and Regulation Typ Conference Proceeding Abstract Autor Gómez Konferenz 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022) -
2022
Titel Unlearning Protected User Attributes in Recommendations with Adversarial Training Typ Conference Proceeding Abstract Autor Ganhör Konferenz 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022) -
2022
Titel Interactive Attribution-based Explanations for Image Segmentation Typ Other Autor Elharty M Konferenz EuroVis 2022 - Posters Link Publikation -
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Titel Human-AI Collaboration (working title) Typ PhD Thesis Autor Breckner, Karin -
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Titel Exploring and Explaining Visual Patterns in Embedding Spaces (working title) Typ PhD Thesis Autor Humer, Christina -
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Titel Integration of Human Expertise and a-priori Knowledge in White-box Machine Learning (working title) Typ PhD Thesis Autor Etaati, Bahareh -
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Titel Mitigating Multifaceted Biases in Recommender Systems (working title) Typ PhD Thesis Autor Escobedo, Gustavo
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2024
Titel Visualizing Insights from Data - Bayer Data Science Fellow Symposium (keynote talk) Typ A talk or presentation -
2024
Titel Kolloquium Presentation Typ A talk or presentation -
2023
Link
Titel WTUN WEBINAR: PRESCRIPTIVE ANALYTICS AND INDUSTRIAL AI: ONLY THOSE WHO KNOW THE PAST AND UNDERSTAND THE PRESENT CAN SHAPE THE FUTURE Typ A broadcast e.g. TV/radio/film/podcast (other than news/press) Link Link -
2023
Titel Künstliche Intelligenz und Analytik: Beobachten - Lernen - Entscheiden Typ A talk or presentation -
2018
Link
Titel EvoSoft - Evolutionary Computation Software Systems Typ Participation in an activity, workshop or similar Link Link -
2023
Titel Inivited Talk: Explainable AI and Data Visualization Typ A talk or presentation -
2024
Titel Invited Talk: VIS4ML & ML4Vis - Bridging Algorithm and User-Focused Perspectives Department of Computer Science, ETH Zürich Typ A talk or presentation -
2024
Titel Invited Talk: KI in der Medizin Typ A talk or presentation
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2023
Titel Best Submission Award at VISxAI 2023 Typ Poster/abstract prize Bekanntheitsgrad Continental/International