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| 020 | _a9783030061647 | ||
| 024 | 7 |
_a10.1007/978-3-030-06164-7 _2doi |
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_aES-MaUEC _bspa _cES-MaUEC _dES-MaUEC |
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| 050 | 4 |
_aQ335 _b2020 EB |
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| 245 | 0 | 2 |
_aA Guided Tour of Artificial Intelligence Research _bVolume I, _nKnowledge Representation, Reasoning and Learning _cedited by Pierre Marquis, Odile Papini, Henri Prade |
| 250 | _aFirst edition | ||
| 264 | 1 |
_aCham _bSpringer International Publishing : _bImprint: Springer _c2020 |
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| 300 |
_a1 recurso en línea (XV, 803 páginas) _b126 ilustraciones, 7 ilustraciones a color |
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| 336 |
_2rdacontent _aTexto _btxt |
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_2rdamedia _aelectrónico _bc |
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_2rdacarrier _arecurso electrónico _bcr |
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_aArchivo de texto _bPDF |
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| 490 | 0 | _aIntelligent Technologies and Robotics (Springer-42732) | |
| 505 | 0 | _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. | |
| 520 | 3 | _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. | |
| 988 | _aSpringer_Robotics_23062020 | ||
| 650 | 7 |
_2embne _aInteligencia artificial _9413115 |
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| 700 | 1 |
_aMarquis, Pierre _eeditor _4edt _4http://id.loc.gov/vocabulary/relators/edt _0http://id.loc.gov/authorities/names/no95011193 _1http://viaf.org/viaf/38956779 |
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| 700 | 1 |
_aPapini, Odile _eeditor _4edt _4http://id.loc.gov/vocabulary/relators/edt _0http://id.loc.gov/authorities/names/n96006114 _1http://viaf.org/viaf/24756579 |
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| 700 | 1 |
_aPrade, Henri _eeditor _4edt _4http://id.loc.gov/vocabulary/relators/edt _0http://id.loc.gov/authorities/names/n79135861 _1http://viaf.org/viaf/54318166 |
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| 710 | 2 |
_aSpringerLink (Online service) _0http://id.loc.gov/authorities/names/no2005046756 _1http://viaf.org/viaf/148105729 |
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| 776 | 0 | 8 |
_iPrinted edition: _z9783030061630 |
| 776 | 0 | 8 |
_iPrinted edition: _z9783030061654 |
| 856 | 4 | 0 |
_uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-3-030-06164-7 _zAcceso a este recurso digital (usuarios Universidad Europea de Madrid) |
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_b07/2020 _dz _eIG _zSI |
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