The Resource Probabilistic Logic Networks : A Comprehensive Framework for Uncertain Inference, by Ben Goertzel, Matthew Iklé, Izabela Freire Goertzel, Ari Heljakka, (electronic resource)

Probabilistic Logic Networks : A Comprehensive Framework for Uncertain Inference, by Ben Goertzel, Matthew Iklé, Izabela Freire Goertzel, Ari Heljakka, (electronic resource)

Label
Probabilistic Logic Networks : A Comprehensive Framework for Uncertain Inference
Title
Probabilistic Logic Networks
Title remainder
A Comprehensive Framework for Uncertain Inference
Statement of responsibility
by Ben Goertzel, Matthew Iklé, Izabela Freire Goertzel, Ari Heljakka
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
This book describes Probabilistic Logic Networks (PLN), a novel conceptual, mathematical and computational approach to uncertain inference. Going beyond prior probabilistic approaches to uncertain inference, PLN encompasses such ideas as induction, abduction, analogy, fuzziness and speculation, and reasoning about time and causality. The book provides an overview of PLN in the context of other approaches to uncertain inference. Topics addressed in the text include: the basic formalism of PLN knowledge representation the conceptual interpretation of the terms used in PLN an indefinite probability approach to quantifying uncertainty, providing a general method for calculating the "weight-of-evidence" underlying the conclusions of uncertain inference specific PLN inference rules and the corresponding truth-value formulas used to determine the strength of the conclusion of an inference rule from the strengths of the premises large-scale inference strategies inference using variables indefinite probabilities involving quantifiers inheritance based on properties or patterns the Novamente Cognition Engine, an application of PLN temporal and causal logic in PLN Researchers and graduate students in artificial intelligence, computer science, mathematics and cognitive sciences will find this novel perspective on uncertain inference a thought-provoking integration of ideas from a variety of other lines of inquiry
http://library.link/vocab/creatorName
Goertzel, Ben
Dewey number
519.2
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • fZtWQ0YP7rU
  • JbGBCmFQUaE
  • jDFjeFSygQU
  • BCWpHVfDcMs
Language note
English
LC call number
Q334-342
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Iklé, Matthew.
  • Goertzel, Izabela Freire.
  • Heljakka, Ari.
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Computer science
  • Artificial Intelligence
  • Math Applications in Computer Science
Label
Probabilistic Logic Networks : A Comprehensive Framework for Uncertain Inference, by Ben Goertzel, Matthew Iklé, Izabela Freire Goertzel, Ari Heljakka, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Knowledge Representation -- Experiential Semantics -- Indefinite Truth Values -- First-Order Extensional Inference: Rules and Strength Formulas -- First-Order Extensional Inference with Indefinite Truth Values -- First-Order Extensional Inference with Distributional Truth Values -- Error Magnification in Inference Formulas -- Large-Scale Inference Strategies -- Higher-Order Extensional Inference -- Handling Crisp and Fuzzy Quantifiers with Indefinite Truth Values -- Intensional Inference -- Aspects of Inference Control -- Temporal and Causal Inference
Dimensions
unknown
Edition
1st ed. 2009.
Extent
1 online resource (330 p.)
Form of item
online
Isbn
9781281954107
Media category
computer
Media type code
  • c
Other control number
10.1007/978-0-387-76872-4
Specific material designation
remote
System control number
  • (CKB)1000000000545874
  • (EBL)416934
  • (OCoLC)422770182
  • (SSID)ssj0000773128
  • (PQKBManifestationID)12300112
  • (PQKBTitleCode)TC0000773128
  • (PQKBWorkID)10826919
  • (PQKB)10874506
  • (SSID)ssj0000227840
  • (PQKBManifestationID)11201043
  • (PQKBTitleCode)TC0000227840
  • (PQKBWorkID)10270249
  • (PQKB)11033764
  • (DE-He213)978-0-387-76872-4
  • (MiAaPQ)EBC416934
  • (EXLCZ)991000000000545874
Label
Probabilistic Logic Networks : A Comprehensive Framework for Uncertain Inference, by Ben Goertzel, Matthew Iklé, Izabela Freire Goertzel, Ari Heljakka, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Knowledge Representation -- Experiential Semantics -- Indefinite Truth Values -- First-Order Extensional Inference: Rules and Strength Formulas -- First-Order Extensional Inference with Indefinite Truth Values -- First-Order Extensional Inference with Distributional Truth Values -- Error Magnification in Inference Formulas -- Large-Scale Inference Strategies -- Higher-Order Extensional Inference -- Handling Crisp and Fuzzy Quantifiers with Indefinite Truth Values -- Intensional Inference -- Aspects of Inference Control -- Temporal and Causal Inference
Dimensions
unknown
Edition
1st ed. 2009.
Extent
1 online resource (330 p.)
Form of item
online
Isbn
9781281954107
Media category
computer
Media type code
  • c
Other control number
10.1007/978-0-387-76872-4
Specific material designation
remote
System control number
  • (CKB)1000000000545874
  • (EBL)416934
  • (OCoLC)422770182
  • (SSID)ssj0000773128
  • (PQKBManifestationID)12300112
  • (PQKBTitleCode)TC0000773128
  • (PQKBWorkID)10826919
  • (PQKB)10874506
  • (SSID)ssj0000227840
  • (PQKBManifestationID)11201043
  • (PQKBTitleCode)TC0000227840
  • (PQKBWorkID)10270249
  • (PQKB)11033764
  • (DE-He213)978-0-387-76872-4
  • (MiAaPQ)EBC416934
  • (EXLCZ)991000000000545874

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