Modeling and reasoning with Bayesian networks /:
Introduces the formal foundations and practical applications of Bayesian networks.
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cambridge, UK ; New York :
Cambridge University Press,
2009.
|
Schlagworte: | |
Online-Zugang: | Volltext |
Zusammenfassung: | Introduces the formal foundations and practical applications of Bayesian networks. |
Beschreibung: | 1 online resource (xii, 548 pages) : illustrations |
Bibliographie: | Includes bibliographical references (pages 527-539) and index. |
ISBN: | 0511507283 9780511507281 0511811357 9780511811357 0511505140 9780511505140 1139129635 9781139129633 9781107678422 1107678420 |
Internformat
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245 | 1 | 0 | |a Modeling and reasoning with Bayesian networks / |c Adnan Darwiche, University of California, Los Angeles. |
264 | 1 | |a Cambridge, UK ; |a New York : |b Cambridge University Press, |c 2009. | |
264 | 4 | |c ©2009 | |
300 | |a 1 online resource (xii, 548 pages) : |b illustrations | ||
336 | |a text |b txt |2 rdacontent | ||
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504 | |a Includes bibliographical references (pages 527-539) and index. | ||
505 | 0 | |a Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach. | |
520 | |a Introduces the formal foundations and practical applications of Bayesian networks. | ||
588 | |a Description based on print version record; title from digital title page (viewed January 24, 2023). | ||
650 | 0 | |a Bayesian statistical decision theory |x Graphic methods. | |
650 | 0 | |a Inference. |0 http://id.loc.gov/authorities/subjects/sh85066082 | |
650 | 0 | |a Probabilities. |0 http://id.loc.gov/authorities/subjects/sh85107090 | |
650 | 0 | |a Modeling. |0 http://id.loc.gov/authorities/subjects/sh85086422 | |
650 | 2 | |a Probability |0 https://id.nlm.nih.gov/mesh/D011336 | |
650 | 6 | |a Théorie de la décision bayésienne |x Méthodes graphiques. | |
650 | 6 | |a Inférence (Logique) | |
650 | 6 | |a Probabilités. | |
650 | 7 | |a probability. |2 aat | |
650 | 7 | |a MATHEMATICS |x Probability & Statistics |x Bayesian Analysis. |2 bisacsh | |
650 | 7 | |a Modèles mathématiques. |2 eclas | |
650 | 7 | |a Méthodes statistiques. |2 eclas | |
650 | 7 | |a Probabilités. |2 eclas | |
650 | 7 | |a Sciences. |2 eclas | |
650 | 7 | |a Inference |2 fast | |
650 | 7 | |a Modeling |2 fast | |
650 | 7 | |a Probabilities |2 fast | |
650 | 7 | |a Bayes-Netz |2 gnd | |
655 | 0 | |a Electronic book. | |
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DE-BY-FWS_katkey | ZDB-4-EBA-ocn476264610 |
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adam_text | |
any_adam_object | |
author | Darwiche, Adnan, 1966- |
author_GND | http://id.loc.gov/authorities/names/n2008070614 |
author_facet | Darwiche, Adnan, 1966- |
author_role | aut |
author_sort | Darwiche, Adnan, 1966- |
author_variant | a d ad |
building | Verbundindex |
bvnumber | localFWS |
callnumber-first | Q - Science |
callnumber-label | QA279 |
callnumber-raw | QA279.5 .D37 2009 |
callnumber-search | QA279.5 .D37 2009 |
callnumber-sort | QA 3279.5 D37 42009 |
callnumber-subject | QA - Mathematics |
classification_rvk | ST 300 |
classification_tum | MAT 622f MAT 624f |
collection | ZDB-4-EBA |
contents | Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach. |
ctrlnum | (OCoLC)476264610 |
dewey-full | 519.542 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 519 - Probabilities and applied mathematics |
dewey-raw | 519.542 |
dewey-search | 519.542 |
dewey-sort | 3519.542 |
dewey-tens | 510 - Mathematics |
discipline | Informatik Mathematik |
format | Electronic eBook |
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indexdate | 2024-11-27T13:16:54Z |
institution | BVB |
isbn | 0511507283 9780511507281 0511811357 9780511811357 0511505140 9780511505140 1139129635 9781139129633 9781107678422 1107678420 |
language | English |
oclc_num | 476264610 |
open_access_boolean | |
owner | MAIN DE-863 DE-BY-FWS |
owner_facet | MAIN DE-863 DE-BY-FWS |
physical | 1 online resource (xii, 548 pages) : illustrations |
psigel | ZDB-4-EBA |
publishDate | 2009 |
publishDateSearch | 2009 |
publishDateSort | 2009 |
publisher | Cambridge University Press, |
record_format | marc |
spelling | Darwiche, Adnan, 1966- author. http://id.loc.gov/authorities/names/n2008070614 Modeling and reasoning with Bayesian networks / Adnan Darwiche, University of California, Los Angeles. Cambridge, UK ; New York : Cambridge University Press, 2009. ©2009 1 online resource (xii, 548 pages) : illustrations text txt rdacontent computer c rdamedia online resource cr rdacarrier Includes bibliographical references (pages 527-539) and index. Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach. Introduces the formal foundations and practical applications of Bayesian networks. Description based on print version record; title from digital title page (viewed January 24, 2023). Bayesian statistical decision theory Graphic methods. Inference. http://id.loc.gov/authorities/subjects/sh85066082 Probabilities. http://id.loc.gov/authorities/subjects/sh85107090 Modeling. http://id.loc.gov/authorities/subjects/sh85086422 Probability https://id.nlm.nih.gov/mesh/D011336 Théorie de la décision bayésienne Méthodes graphiques. Inférence (Logique) Probabilités. probability. aat MATHEMATICS Probability & Statistics Bayesian Analysis. bisacsh Modèles mathématiques. eclas Méthodes statistiques. eclas Probabilités. eclas Sciences. eclas Inference fast Modeling fast Probabilities fast Bayes-Netz gnd Electronic book. Electronic books. has work: Modeling and reasoning with Bayesian networks (Text) https://id.oclc.org/worldcat/entity/E39PCGyRT4mCXDfQbMjFcmqjVK https://id.oclc.org/worldcat/ontology/hasWork Print version: Darwiche, Adnan, 1966- Modeling and reasoning with Bayesian networks. Cambridge ; New York : Cambridge University Press, 2009 9780521884389 (DLC) 2008044605 (OCoLC)263146943 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=400758 Volltext |
spellingShingle | Darwiche, Adnan, 1966- Modeling and reasoning with Bayesian networks / Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach. Bayesian statistical decision theory Graphic methods. Inference. http://id.loc.gov/authorities/subjects/sh85066082 Probabilities. http://id.loc.gov/authorities/subjects/sh85107090 Modeling. http://id.loc.gov/authorities/subjects/sh85086422 Probability https://id.nlm.nih.gov/mesh/D011336 Théorie de la décision bayésienne Méthodes graphiques. Inférence (Logique) Probabilités. probability. aat MATHEMATICS Probability & Statistics Bayesian Analysis. bisacsh Modèles mathématiques. eclas Méthodes statistiques. eclas Probabilités. eclas Sciences. eclas Inference fast Modeling fast Probabilities fast Bayes-Netz gnd |
subject_GND | http://id.loc.gov/authorities/subjects/sh85066082 http://id.loc.gov/authorities/subjects/sh85107090 http://id.loc.gov/authorities/subjects/sh85086422 https://id.nlm.nih.gov/mesh/D011336 |
title | Modeling and reasoning with Bayesian networks / |
title_auth | Modeling and reasoning with Bayesian networks / |
title_exact_search | Modeling and reasoning with Bayesian networks / |
title_full | Modeling and reasoning with Bayesian networks / Adnan Darwiche, University of California, Los Angeles. |
title_fullStr | Modeling and reasoning with Bayesian networks / Adnan Darwiche, University of California, Los Angeles. |
title_full_unstemmed | Modeling and reasoning with Bayesian networks / Adnan Darwiche, University of California, Los Angeles. |
title_short | Modeling and reasoning with Bayesian networks / |
title_sort | modeling and reasoning with bayesian networks |
topic | Bayesian statistical decision theory Graphic methods. Inference. http://id.loc.gov/authorities/subjects/sh85066082 Probabilities. http://id.loc.gov/authorities/subjects/sh85107090 Modeling. http://id.loc.gov/authorities/subjects/sh85086422 Probability https://id.nlm.nih.gov/mesh/D011336 Théorie de la décision bayésienne Méthodes graphiques. Inférence (Logique) Probabilités. probability. aat MATHEMATICS Probability & Statistics Bayesian Analysis. bisacsh Modèles mathématiques. eclas Méthodes statistiques. eclas Probabilités. eclas Sciences. eclas Inference fast Modeling fast Probabilities fast Bayes-Netz gnd |
topic_facet | Bayesian statistical decision theory Graphic methods. Inference. Probabilities. Modeling. Probability Théorie de la décision bayésienne Méthodes graphiques. Inférence (Logique) Probabilités. probability. MATHEMATICS Probability & Statistics Bayesian Analysis. Modèles mathématiques. Méthodes statistiques. Sciences. Inference Modeling Probabilities Bayes-Netz Electronic book. Electronic books. |
url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=400758 |
work_keys_str_mv | AT darwicheadnan modelingandreasoningwithbayesiannetworks |