Human-Centered Artificial Intelligence : Advanced Lectures / edited by Mohamed Chetouani, Virginia Dignum, Paul Lukowicz, Carles Sierra
(Lecture Notes in Artificial Intelligence. ISSN:29459141 ; 13500)
データ種別 | 電子ブック |
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版 | 1st ed. 2023. |
出版者 | (Cham : Springer International Publishing : Imprint: Springer) |
出版年 | 2023 |
大きさ | XII, 429 p. 111 illus., 91 illus. in color : online resource |
著者標目 | Chetouani, Mohamed editor Dignum, Virginia editor Lukowicz, Paul editor Sierra, Carles editor SpringerLink (Online service) |
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一般注記 | The Advanced Course on Human-Centered AI: Learning Objectives -- Conceptual Foundations of Human-Centric AI -- Machine Learning With Neural Networks -- Generative Networks and the AutoEncoder -- Convolutional Neural Networks -- Transformers in Natural Language Processing -- Vision and Multi-Modal Transformers -- Transformers in Automatic Speech Recognition -- Interactive Robot Learning: An Overview -- Explainable Machine Learning for Trustworthy AI -- Why and How Should We Explain AI -- Artificial Visual Intelligence: Perceptual Commonsense for Human-Centred Cognitive Technologies -- An Introduction to Ethics and AI -- Law for Computer Scientist -- Mythical Ethical Principles for AI and How to Attain Them -- Operationalising AI Ethics: Conducting Socio-Technical Assessment -- Writing Science Fiction as an inspiration for AI research and Ethics Dissemination -- Argumentation in AI -- Computational Argumentation Cognitive AI -- Agent-based Social Simulation for Policy Making -- Towards a Social Artificial Intelligence The 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program. This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources HTTP:URL=https://doi.org/10.1007/978-3-031-24349-3 |
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件 名 | LCSH:Artificial intelligence LCSH:Computer science LCSH:Software engineering LCSH:Computers LCSH:Application software FREE:Artificial Intelligence FREE:Theory of Computation FREE:Software Engineering FREE:Computing Milieux FREE:Computer and Information Systems Applications |
分 類 | LCC:Q334-342 LCC:TA347.A78 DC23:006.3 |
書誌ID | EB00001704 |
ISBN | 9783031243493 |
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