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You searched IISERK - Title: Bayesian modeling of spatio-temporal data with R / Sujit K. Sahu.
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Call Number
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519.5/42
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Author
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Koski, Timo.
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Title
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Bayesian networks [electronic resource] : an introduction / Timo Koski, John M. Noble.
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Publication
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Chichester, West Sussex, UK : John Wiley, c2009.
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Material Info.
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1 online resource (viii, 347 p.) : ill.
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Series
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Wiley series in probability and statistics
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Series
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Wiley series in probability and statistics.
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Summary Note
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Bayesian Networks: An Introduction provides a self-contained introduction to the theory and applications of Bayesian networks, a topic of interest and importance for statisticians, computer scientists and those involved in modelling complex data sets. The material has been extensively tested in classroom teaching and assumes a basic knowledge of probability, statistics and mathematics. All notions are carefully explained and feature exercises throughout. Features include:.: An introduction to Dirichlet Distribution, Exponential Families and their applications.; A detailed description of learni.
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Notes
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Includes bibliographical references (p. [355]-341) and index.
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Notes
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Graphical models and probabilistic reasoning -- Conditional independence, graphs, and d-separation -- Evidence, sufficiency and Monte Carlo methods -- Decomposable graphs and chain graphs -- Learning the conditional probability potentials -- Learning the graph structure -- Parameters and sensitivity -- Graphical models and exponential families -- Causality and intervention calculus -- The junction tree and probability updating -- Factor graphs and the sum product algorithm.
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ISBN
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9780470684030 (electronic bk.)
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ISBN
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0470684038 (electronic bk.)
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ISBN
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9780470684023
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ISBN
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047068402X
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Subject
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Bayesian statistical decision theory.
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Subject
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Neural networks (Computer science)
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Subject
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Mathematics.
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Subject
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MATHEMATICS Probability & Statistics Bayesian Analysis.
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Subject
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Electronic books.
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Added Entry
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Noble, John M.
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Date
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Year, Month, Day:01405141
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Link
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Ebook Library
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Link
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ebrary
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Link
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EBSCOhost
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Link
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John Wiley
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Link
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MyiLibrary
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