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Foundations of info-metrics: modeling and inference with imperfect information

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Author(s): Golan, Amos
Publisher: Oxford University Press
Year: 2018

Language: English
Pages: 465
Tags: Unsicheres Schließen.;Schlussfolgern.;Explorative Datenanalyse.

Content: DedicationAcknowledgementsChapter 1 - Introduction Chapter 2 - Rational Inference: A Constrained Optimization FrameworkChapter 3 - The Metrics of Info-MetricsChapter 4 - Entropy MaximizationChapter 5 - Inference in The Real WorldChapter 6 - Advanced Inference in The Real WorldChapter 7: Efficiency, Sufficiency, and OptimalityChapter 8 - Prior InformationChapter 9 - A Complete Info-Metrics FrameworkChapter 10 - Modeling and TheoriesChapter 11 - Causal Inference via Constraint SatisfactionChapter 12 - Info-Metrics and Statistical Inference: Discrete ProblemsChapter 13 - Info-Metrics and Statistical Inference: Continuous ProblemsChapter 14 - New Applications Across DisciplinesEpilogueAppendicesList of SymbolsReferencesIndex