Deliverables Documents, reports (7) Research documentation on understanding bias in data [to be updated] D11ab Research documentation on understanding bias in data Leader KULEUVEN participation of GESISDAS CERTH UNIPI LUHL3S M24 M42 Reports on research progress and results Report on WP2 Integration and application [to be updated] Report on WP2 Integration and application Leader CERTH participation of OU GESISCSS LUHIRI M24 M42 Reports on integration and application activities related to bias mitigation in algorithms in collaboration with WP4 Research documentation on mitigating bias in algorithms [to be updated] D21ab Research documentation on mitigating bias in algorithms Leader OU participation of GESISCSS CERTH LUHIRI M24 M42 Reports on research progress and results Research documentation on accounting for bias in results [to be updated] Research documentation on accounting for bias in results Leader UNIPI participation of SCHUFA SOTONLS LUHL3S M24 M42 Reports on research progress and results Report on WP1 integration and application [to be updated] Report on WP1 integration and application Leader LUHL3S participation of GESISDAS CERTH UNIPI KULEUVEN M24 M42 Reports on integration and application activities related to understanding bias in data in collaboration with WP4 Training Report [to be updated] Training Report Leader UNIKLU participation all M24 M48 Reports on planning and implementation of training activities and resources Report on WP3 integration and application [to be updated] Report on WP3 integration and application Leader SCHUFA participation of UNIPI SOTONLS LUHL3S M24 M42 Reports on integration and application activities related to accounting for bias in results in collaboration with WP4 Other (1) Living Document on Bias Living Document and Book on Bias SOTONECS There is to date no established resource that combines the interdisciplinary expertise necessary to address bias in AIdriven decision making NoBIAS will deliver this resource through the establishment of a living training document that will begin with core contributions from academic partners M6 and will be developed by the NoBIAS researchers as part of the interdisciplinary training stream and ultimately be published as a book M42 This process will develop substantive knowledge of interdisciplinary approaches and generic team working and collaborative writing skills Websites, patent fillings, videos etc. (1) Dissemination report [to be updated] Dissemination Report Leader LUHL3S participation all M24 M48 Reports on the setup of the project website and social media accounts implementation of the dissemination strategy planning and implementation of the projectrelated events and activities Publications Other (7) A Survey on Bias in Visual Datasets Author(s): Simone Fabbrizzi, Symeon Papadopoulos, Eirini Ntoutsi, Ioannis Kompatsiaris Published in: Issue 1, 2021 Publisher: Arxiv Opening the black box: a primer for anti-discrimination Author(s): Ruggieri, S.; Giannotti, F.; Guidotti, R.; Monreale, A.; Pedreschi, D.; Turini, F. Published in: Issue 1, 2020 Publisher: CINECA IRIS Institutional Research Information System Prior Signal Editing for Graph Filter Posterior Fairness Constraints Author(s): Krasanakis, Emmanouil; Papadopoulos, Symeon; Kompatsiaris, Ioannis; Symeonidis, Andreas Published in: Issue 1, 2021 Publisher: Arxiv A Survey on Bias in Visual Datasets Author(s): Fabbrizzi, Simone; Papadopoulos, Symeon; Ntoutsi, Eirini; Kompatsiaris, Ioannis Published in: Issue 1, 2021 Publisher: Arxiv Semantic Web Technologies and Bias in Artificial Intelligence: A Systematic Literature Review Author(s): Paula Reyero Lobo, Enrico Daga, Harith Alani, Miriam Fernandez Published in: Semantic Web Journal, 2021 Publisher: Semantic Web Journal Measuring Shifts in Attitudes Towards COVID-19 Measures in Belgium Using Multilingual BERT Author(s): Scott, Kristen; Delobelle, Pieter; Berendt, Bettina Published in: Issue 1, 2021 Publisher: Arxiv Data Privacy Issues in Big Biomedical Data Author(s): Maria-Esther Vidal, Mayra Russo, Philipp Rohde Published in: 2021 Publisher: Nomos Verlagsgese llschaft Conference proceedings (10) FAE: A Fairness-Aware Ensemble Framework Author(s): Vasileios Iosifidis; Besnik Fetahu; Eirini Ntoutsi Published in: BigData, Issue 1, 2019 Publisher: IEEE Computer Society DOI: 10.1109/bigdata47090.2019.9006487 Logic programming for XAI: A technical perspective Author(s): Laura State Published in: ICLP Workshops, volume 2970 of CEUR Workshop Proceedings., Issue 1, 2021 Publisher: CEUR-WS Quantile Encoder: Tackling High Cardinality Categorical Features in Regression Problems Author(s): Carlos Mougan; David Masip; Jordi Nin; Oriol Pujol Published in: Modeling Decisions for Artificial Intelligence, Issue 5, 2021 Publisher: Springer DOI: 10.1007/978-3-030-85529-1_14 Desiderata for Explainable AI in statistical production systems of the European Central Bank Author(s): Carlos Mougan, Georgios Kanellos, Thomas Gottron Published in: Workshop on bias and fairness in AI at ECMLPKDD, Issue 1, 2021 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-93736-2_42 Desiderata for Explainable AI in statistical production systems of the European Central Bank Author(s): Navarro, Carlos Mougan; Kanellos, Georgios; Gottron, Thomas Published in: Issue 1, 2021 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-93736-2_42 Logic programming for XAI: A technical perspective Author(s): Laura State Published in: ICLP Workshops, volume 2970 of CEUR Workshop Proceedings., Issue 1, 2021 Publisher: CEUR-WS Introducing explainable supervised machine learning into interactive feedback loops for statistical production system Author(s): Carlos Mougan, George Kanellos, Johannes Micheler, Jose Martinez, Thomas Gottron Published in: Irving Fisher Committee (IFC) - Bank of Italy workshop on Data science in central banking: Applications and tools, 2021 Publisher: Arxiv Time to Question if We Should: Data-Driven and Algorithmic Tools in Public Employment Services Author(s): Pieter Delobelle, Kristen M. Scott, Sonja Mei Wang, Milagros Miceli, David Hartmann, Tianling Yang, Elena Murasso, Karolina Sztandar-Sztanderska, Bettina Berendt Published in: International workshop on Fair, Effective And Sustainable Talent management using data science, 2021 Publisher: FEAST Workshop Quantile Encoder: Tackling High Cardinality Categorical Features in Regression Problems Author(s): Carlos Mougan; David Masip; Jordi Nin; Oriol Pujol Published in: Modeling Decisions for Artificial Intelligence ISBN: 9783030855284, Issue 5, 2021 Publisher: Springer DOI: 10.1007/978-3-030-85529-1_14 Applying Fairness Constraints on Graph Node Ranks Under Personalization Bias Author(s): Krasanakis E., Papadopoulos S., Kompatsiaris I. Published in: Complex Networks & Their Applications IX. COMPLEX NETWORKS 2020, Studies in Computational Intelligence, Issue 944, 2020, ISBN 978-3-030-65350-7 Publisher: Springer, Cham DOI: 10.1007/978-3-030-65351-4_49 Peer reviewed articles (4) Introduction to The Special Section on Bias and Fairness in AI Author(s): Toon Calders; Eirini Ntoutsi; Mykola Pechenizkiy; Bodo Rosenhahn; Salvatore Ruggieri Published in: SIGKDD Explorations, 23(1):1, 1 - 3, Issue 4, 2021, ISSN 1931-0145 Publisher: SIGKDD Explor. Newsl. DOI: 10.1145/3468507.3468509 Introduction to The Special Section on Bias and Fairness in AI Author(s): Toon Calders; Eirini Ntoutsi; Mykola Pechenizkiy; Bodo Rosenhahn; Salvatore Ruggieri Published in: SIGKDD Explorations, 23(1):1, 1 - 3, Issue 4, 2021, ISSN 1931-0145 Publisher: SIGKDD Explor. Newsl. DOI: 10.1145/3468507.3468509 Bias in Data-driven AI Systems -- An Introductory Survey Author(s): Ntoutsi, Eirini; Fafalios, Pavlos; Gadiraju, Ujwal; Iosifidis, Vasileios; Nejdl, Wolfgang; Vidal, Maria-Esther; Ruggieri, Salvatore; Turini, Franco; Papadopoulos, Symeon; Krasanakis, Emmanouil; Kompatsiaris, Ioannis; Kinder-Kurlanda, Katharina; Wagner, Claudia; Karimi, Fariba; Fernandez, Miriam; Alani, Harith; Berendt, Bettina; Kruegel, Tina; Heinze, Christian; Broelemann, Klaus; Kasneci, Gjergji; Published in: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Issue 10, 2020, ISSN 1942-4795 Publisher: Wiley Online Library DOI: 10.1002/widm.1356 Measuring Shifts in Attitudes Towards COVID-19 Measures in Belgium Author(s): Kristen Scott, Pieter Delobelle, Bettina Berendt Published in: Computational Linguistics in the Netherlands Journal, Issue 11, 2021, Page(s) 161 - 171, ISSN 2211-4009 Publisher: Computational Linguistics in the Netherlands Searching for OpenAIRE data... 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