LEADER 04598nam 22005655 450 001 9910483123603321 005 20200701223556.0 010 $a3-030-06164-7 024 7 $a10.1007/978-3-030-06164-7 035 $a(CKB)4100000011231719 035 $a(MiAaPQ)EBC6192273 035 $a(DE-He213)978-3-030-06164-7 035 $a(PPN)248396676 035 $a(EXLCZ)994100000011231719 100 $a20200508d2020 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 12$aA Guided Tour of Artificial Intelligence Research $eVolume I: Knowledge Representation, Reasoning and Learning /$fedited by Pierre Marquis, Odile Papini, Henri Prade 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (808 pages) 311 $a3-030-06163-9 327 $aFrom the content: Elements for a History of Artificial Intelligence -- Knowledge Representation: Modalities, Conditionals, and Nonmonotonic Reasoning -- Representations of Uncertainty in Artificial Intelligence: Probability and Possibility. 330 $aThe purpose of this book is to provide an overview of AI research, ranging from basic work to interfaces and applications, with as much emphasis on results as on current issues. It is aimed at an audience of master students and Ph.D. students, and can be of interest as well for researchers and engineers who want to know more about AI. The book is split into three volumes: - the first volume brings together twenty-three chapters dealing with the foundations of knowledge representation and the formalization of reasoning and learning (Volume 1. Knowledge representation, reasoning and learning) - the second volume offers a view of AI, in fourteen chapters, from the side of the algorithms (Volume 2. AI Algorithms) - the third volume, composed of sixteen chapters, describes the main interfaces and applications of AI (Volume 3. Interfaces and applications of AI). Implementing reasoning or decision making processes requires an appropriate representation of the pieces of information to be exploited. This first volume starts with a historical chapter sketching the slow emergence of building blocks of AI along centuries. Then the volume provides an organized overview of different logical, numerical, or graphical representation formalisms able to handle incomplete information, rules having exceptions, probabilistic and possibilistic uncertainty (and beyond), as well as taxonomies, time, space, preferences, norms, causality, and even trust and emotions among agents. Different types of reasoning, beyond classical deduction, are surveyed including nonmonotonic reasoning, belief revision, updating, information fusion, reasoning based on similarity (case-based, interpolative, or analogical), as well as reasoning about actions, reasoning about ontologies (description logics), argumentation, and negotiation or persuasion between agents. Three chapters deal with decision making, be it multiple criteria, collective, or under uncertainty. Two chapters cover statistical computational learning and reinforcement learning (other machine learning topics are covered in Volume 2). Chapters on diagnosis and supervision, validation and explanation, and knowledge base acquisition complete the volume. 606 $aComputational intelligence 606 $aArtificial intelligence 606 $aData mining 606 $aComputational Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/T11014 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 615 0$aComputational intelligence. 615 0$aArtificial intelligence. 615 0$aData mining. 615 14$aComputational Intelligence. 615 24$aArtificial Intelligence. 615 24$aData Mining and Knowledge Discovery. 676 $a006.3 702 $aMarquis$b Pierre$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPapini$b Odile$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPrade$b Henri$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910483123603321 996 $aA Guided Tour of Artificial Intelligence Research$92169598 997 $aUNINA