000 03303nam a22006135i 4500
001 978-3-031-21003-7
003 DE-He213
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007 cr nn 008mamaa
008 230220s2023 sz | s |||| 0|eng d
020 _a9783031210037
_9978-3-031-21003-7
024 7 _a10.1007/978-3-031-21003-7
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
072 7 _aUYQ
_2bicssc
072 7 _aCOM004000
_2bisacsh
072 7 _aUYQ
_2thema
082 0 4 _a006.3
_223
100 1 _aBelle, Vaishak.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_981007
245 1 0 _aToward Robots That Reason: Logic, Probability & Causal Laws
_h[electronic resource] /
_cby Vaishak Belle.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aXIII, 190 p. 27 illus., 14 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Artificial Intelligence and Machine Learning,
_x1939-4616
505 0 _aPreface -- Acknowledgments -- Introduction -- Representation Matters -- From Predicate Calculus to the Situation Calculus -- Knowledge -- Probabilistic Beliefs -- Continuous Distributions -- Localization -- Regression & Progression -- Programs -- A Modal Reconstruction -- Conclusions.
520 _aThis book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whatever information is available about the application at hand. It then presents a mathematical treatment of the core issues that arise when unifying first-order logic and probability, especially in the presence of dynamics, including physical actions, sensing actions and their effects. A model for expressing causal laws describing dynamics is also considered, along with computational ideas for reasoning with such laws over probabilistic logical knowledge. .
650 0 _aArtificial intelligence.
_93407
650 0 _aRobotics.
_92393
650 0 _aComputer science
_xMathematics.
_93866
650 0 _aMathematical statistics.
_99597
650 0 _aLogic design.
_93686
650 0 _aApplication software.
_981008
650 0 _aData mining.
_93907
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aRobotics.
_92393
650 2 4 _aProbability and Statistics in Computer Science.
_931857
650 2 4 _aLogic Design.
_93686
650 2 4 _aComputer and Information Systems Applications.
_981009
650 2 4 _aData Mining and Knowledge Discovery.
_981010
710 2 _aSpringerLink (Online service)
_981011
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031210020
776 0 8 _iPrinted edition:
_z9783031210044
776 0 8 _iPrinted edition:
_z9783031210051
830 0 _aSynthesis Lectures on Artificial Intelligence and Machine Learning,
_x1939-4616
_981012
856 4 0 _uhttps://doi.org/10.1007/978-3-031-21003-7
912 _aZDB-2-SXSC
942 _cEBK
999 _c85086
_d85086