Dawn E. Holmes
Innovations in Bayesian Networks
Theory and Applications
Gebonden Engels 2008 2008e druk 9783540850656Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
Bayesian networks currently provide one of the most rapidly growing areas of research in computer science and statistics. In compiling this volume we have brought together contributions from some of the most prestigious researchers in this field. Each of the twelve chapters is self-contained.
Both theoreticians and application scientists/engineers in the broad area of artificial intelligence will find this volume valuable. It also provides a useful sourcebook for Graduate students since it shows the direction of current research.
Specificaties
ISBN13:9783540850656
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:322
Uitgever:Springer Berlin Heidelberg
Druk:2008
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Inhoudsopgave
to Bayesian Networks.- A Polemic for Bayesian Statistics.- A Tutorial on Learning with Bayesian Networks.- The Causal Interpretation of Bayesian Networks.- An Introduction to Bayesian Networks and Their Contemporary Applications.- Objective Bayesian Nets for Systems Modelling and Prognosis in Breast Cancer.- Modeling the Temporal Trend of the Daily Severity of an Outbreak Using Bayesian Networks.- An Information-Geometric Approach to Learning Bayesian Network Topologies from Data.- Causal Graphical Models with Latent Variables: Learning and Inference.- Use of Explanation Trees to Describe the State Space of a Probabilistic-Based Abduction Problem.- Toward a Generalized Bayesian Network.- A Survey of First-Order Probabilistic Models.
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