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001 | 8618068 | ||
003 | IEEE | ||
005 | 20220712204931.0 | ||
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008 | 190319s2018 mau ob 001 eng d | ||
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_a9780262349802 _qelectronic bk. |
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020 |
_z0262349809 _qelectronic bk. |
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020 | _z9780262038942 | ||
020 | _z0262038943 | ||
035 | _a(CaBNVSL)mat08618068 | ||
035 | _a(IDAMS)0b00006488a42c52 | ||
040 |
_aCaBNVSL _beng _erda _cCaBNVSL _dCaBNVSL |
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050 | 4 | _aBF311 | |
082 | 0 | 4 |
_a153 _223 |
100 | 1 |
_aForbus, Kenneth D., _eauthor. _925527 |
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245 | 1 | 0 |
_aQualitative representations : _bhow people reason and learn about the continuous world / _cKenneth D. Forbus. |
264 | 1 |
_aCambridge : _bThe MIT Press, _c[2018] |
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264 | 2 |
_a[Piscataqay, New Jersey] : _bIEEE Xplore, _c[2019] |
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300 | _a1 PDF (xvi, 424 pages). | ||
336 |
_atext _2rdacontent |
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337 |
_aelectronic _2isbdmedia |
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_aonline resource _2rdacarrier |
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490 | 1 | _aMIT Press | |
504 | _aIncludes bibliographical references and index. | ||
505 | 0 | _aIntroduction and preliminaries -- Introduction -- Representation -- Reasoning -- Analogy -- Dynamics -- Quantity -- Relationships between quantities -- Qualitative process theory -- Examples using QP theory -- Causality -- Qualitative simulation and reasoning about change -- Modeling -- Analogy in dynamics -- Dynamics in language -- Space -- Qualitative spatial reasoning: a theoretical framework -- Qualitative spatial calculi -- Understanding sketches and diagrams -- Learning and reasoning -- Learning and conceptual change -- Commonsense reasoning -- Expert reasoning -- Summary and new directions -- Summary -- New directions -- Bibliography -- Notes -- Index. | |
506 | _aRestricted to subscribers or individual electronic text purchasers. | ||
520 | _aAn argument that qualitative representations -- symbolic representations that carve continuous phenomena into meaningful units -- are central to human cognition. In this book, Kenneth Forbus proposes that qualitative representations hold the key to one of the deepest mysteries of cognitive science: how we reason and learn about the continuous phenomena surrounding us. Forbus argues that qualitative representations -- symbolic representations that carve continuous phenomena into meaningful units -- are central to human cognition. Qualitative representations provide a basis for commonsense reasoning, because they enable practical reasoning with very little data; this makes qualitative representations a useful component of natural language semantics. Qualitative representations also provide a foundation for expert reasoning in science and engineering by making explicit the broad categories of things that might happen and enabling causal models that help guide the application of more quantitative knowledge as needed. Qualitative representations are important for creating more human-like artificial intelligence systems with capabilities for spatial reasoning, vision, question answering, and understanding natural language. Forbus discusses, among other topics, basic ideas of knowledge representation and reasoning; qualitative process theory; qualitative simulation and reasoning about change; compositional modeling; qualitative spatial reasoning; and learning and conceptual change. His argument is notable both for presenting an approach to qualitative reasoning in which analogical reasoning and learning play crucial roles and for marshaling a wide variety of evidence, including the performance of AI systems. Cognitive scientists will find Forbus's account of qualitative representations illuminating; AI scientists will value Forbus's new approach to qualitative representations and the overview he offers. | ||
530 | _aAlso available in print. | ||
538 | _aMode of access: World Wide Web | ||
588 | 0 | _aPrint version record. | |
650 | 0 |
_aCognition. _923500 |
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650 | 0 |
_aReasoning. _922773 |
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650 | 0 |
_aSpace perception. _920819 |
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650 | 7 |
_aCognition. _2fast _923500 |
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650 | 7 |
_aReasoning. _2fast _922773 |
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650 | 7 |
_aSpace perception. _2fast _920819 |
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655 | 4 |
_aElectronic books. _93294 |
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710 | 2 |
_aIEEE Xplore (Online Service), _edistributor. _925528 |
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710 | 2 |
_aMIT Press, _epublisher. _925529 |
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776 | 0 | 8 |
_iPrint version: _aForbus, Kenneth D. _tQualitative representations. _dCambridge, MA : MIT Press, [2018] _z9780262038942 _w(DLC) 2018010193 _w(OCoLC)1029789097 |
830 | 0 |
_aMIT Press _925529 |
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856 | 4 | 2 |
_3Abstract with links to resource _uhttps://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=8618068 |
942 | _cEBK | ||
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_c73576 _d73576 |