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Inference and learning systems for uncertain relational data /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Cota, Giuseppe (Autor)
Autor Corporativo: IOS Press
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam, Netherlands : IOS Press, 2018.
Colección:Studies on the Semantic Web ; vol. 035.
Temas:
Acceso en línea:Texto completo

MARC

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245 1 0 |a Inference and learning systems for uncertain relational data /  |c Giuseppe Cota. 
264 1 |a Amsterdam, Netherlands :  |b IOS Press,  |c 2018. 
300 |a 1 online resource 
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490 1 |a Studies on the semantic web ;  |v vol. 035 
504 |a Includes bibliographical references. 
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505 0 |a Intro; Title Page; Abstract; Acknowledgements; Contents; List of Figures; List of Tables; List of Algorithms; List of Acronyms; Introduction; Motivation; Aims of the Thesis; Structure of the Thesis; Structure; Thesis Contributions; Inference in Probabilistic Logic Programming; Inference in Probabilistic Description Logics; Learning Systems in Probabilistic Logic Programming; Learning Systems in Probabilistic Description Logics; How to read this thesis; Probabilistic Logics; Fundamentals of First-Order Logic and Logic Programming; Introduction; First-Order Logic; Syntax; Tarski's semantics. 
505 8 |a Logic ProgrammingProlog; Normal Logic Programs; First-Order Logic vs Logic Programs; Conclusions; Distribution Semantics; Introduction; Formal Definition; Conclusions; Probabilistic Logic Programming Languages; Introduction; Logic Programs with Annotated Disjunctions; LPADs Syntax; LPADs Semantics; ProbLog; ProbLog Syntax; Conclusions; Description Logics and OWL; Introduction; Description Logics; Syntax; Concept and Role Constructors; Concept Constructors; Role constructors; Knowledge Base; Nomenclature; Semantics; Decidability of Description Logics; Description Logics and First-Order Logic. 
505 8 |a The OWL Ontology LanguageOWL Syntax; OWL sublanguages; Tools for OWL; Conclusions; Reasoning in Description Logics; Reasoning Problems; Closed vs Open World Assumption; Reasoning Techniques; Pellet; Tableau Algorithm; Explanation finding; Pinpointing formula; Conclusions; Probabilistic Description Logics; Introduction; The Distribution Semantics for Description Logics: DISPONTE; Syntax; Semantics; Assumption of Independence; Related Work; Conclusions; Inference in Probabilistic Logics; Decision Diagrams; Introduction; Multivalued Decision Diagrams; Binary Decision Diagrams; Conclusions. 
505 8 |a Fundamentals of Exact Probabilistic Logical InferenceInference Approaches; Exact Probabilistic Logical Inference; Splitting Algorithm; Inference with Multi-valued Decision Diagrams; Inference with Binary Decision Diagrams; Conclusions; Inference in Probabilistic Logic Programming; Introduction; cplint; Exact Inference: the PITA module; Approximate Inference: the MCINTYRE module; Causal Inference with cplint; Causal Inference in PLP; Causal Exact Inference with cplint; Causal Approximate Inference with cplint; Notable Examples; Simpson's Paradox; Viral Marketing; Experiments. 
505 8 |a Hybrid Probabilistic Logic Programs with cplintSampling the Arguments of Unconditional Queries over Hybrid Programs; Conditional Queries over Hybrid Logic Programs; cplint on SWISH: a Web interface for cplint; SWISH; cplint on SWISH; Examples; Related Work; Work on causality inference; Work on Hybrid Probabilistic Logic Programs; Web application for PLP; Conclusions; Inference in Probabilistic Description Logics; Introduction; BUNDLE; How to use BUNDLE; TRILL; TRILLP; How to use TRILL and TRILLP; TRILL on SWISH; Inference Complexity; Experiments; Comparing the Systems; Related Work. 
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