LEADER 03519nam 2200505 450 001 996525671903316 005 20230605204426.0 010 $a3-031-24349-8 024 7 $a10.1007/978-3-031-24349-3 035 $a(MiAaPQ)EBC7233689 035 $a(Au-PeEL)EBL7233689 035 $a(OCoLC)1375474709 035 $a(DE-He213)978-3-031-24349-3 035 $a(PPN)269655018 035 $a(EXLCZ)9926428577600041 100 $a20230605d2023 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 00$aHuman-centered artificial intelligence $eadvanced lectures /$fMohamed Chetouani [and three others] 205 $a1st ed. 2023. 210 1$aCham, Switzerland :$cSpringer Nature Switzerland AG,$d[2023] 210 4$dİ2023 215 $a1 online resource (434 pages) 225 1 $aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v13500 311 08$aPrint version: Chetouani, Mohamed Human-Centered Artificial Intelligence Cham : Springer International Publishing AG,c2023 9783031243486 320 $aIncludes bibliographical references and index. 327 $aThe 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. 330 $aThe 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program. This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources. 410 0$aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v13500 606 $aArtificial intelligence$vCongresses 606 $aHuman-computer interaction$vCongresses 615 0$aArtificial intelligence 615 0$aHuman-computer interaction 676 $a006.3 702 $aChetouani$b Mohamed 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996525671903316 996 $aHuman-centered artificial intelligence$93383252 997 $aUNISA