Explainable artificial intelligence (XAI) and ethical decision-making in business

• Autores: Gabriel Marín Díaz, José Javier Galán Hernández, José Luis Galdón Salvador
• Localización: Smart Ethics in the Digital World: Proceedings of the ETHICOMP 2024. 21st International Conference on the Ethical and Social Impacts of ICT / coord. por Mario Arias Oliva , Jorge Pelegrín Borondo, Kiyoshi Murata, Ana María Lara Palma , Manuel Ollé Sesé, 2024, ISBN 978-84-09-58160-3, págs. 19-22
• Idioma: inglés
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• Referencias bibliográficas
  • Bibal, A., Lognoul, M., de Streel, A., & Frénay, B. (2020). Legal requirements on explainability in machine learning. Artificial Intelligence...
  • Glauner, P. (2022). An Assessment of the AI Regulation Proposed by the European Commission. April 2021, 119–127. https://doi.org/10.1007/978-3-030-99838-7_7
  • Goodman, B., & Flaxman, S. (2017). European union regulations on algorithmic decision making and a “right to explanation.” AI Magazine,...
  • Kliegr, T., Bahník, Š., & Fürnkranz, J. (2021). A review of possible effects of cognitive biases on interpretation of rule-based machine...
  • Lakkaraju, H., Bach, S. H., & Leskovec, J. (2016). Interpretable decision sets: A joint framework for description and prediction. Proceedings...
  • Lundberg, S. M., & Lee, S. I. (2017). A unified approach to interpreting model predictions. Advances in Neural Information Processing...
  • Marín Díaz, G., Galán, J. J., & Carrasco, R. A. (2022). XAI for Churn Prediction in B2B Models: A Use Case in an Enterprise Software Company....
  • Molnar, C. (2019). Interpretable Machine Learning. A Guide for Making Black Box Models Explainable. Book, 247. https://christophm.github.io/interpretable-ml-book
  • Ribeiro, M. T., Singh, S., & Guestrin, C. (2016). “Why Should I Trust You?” Explaining the Predictions of Any Classifier. NAACL-HLT 2016...
  • Turing, A. M. (1950). Computing Machinery and Intelligence Author ( s ): A . M . Turing Source : Mind , New Series , Vol . 59 , No . 236 (...
  • Vallor, S., & Rewak, W. J. (2019). An Introduction to Data Ethics. 63. https://www.scu.edu/media/ethics-center/technology-ethics/IntroToDataEthics.pdf%0Ahttps://www.accenture.com/t20160629T012639Z__w__/us-en/_acnmedia/PDF-24/Accenture-Universal-Principles-Data-Ethics.pdf#zoom=50
  • Zhang, Z., Hamadi, H. Al, Damiani, E., Yeun, C. Y., & Taher, F. (2022). Explainable Artificial Intelligence Applications in Cyber Security:...