Probabilistic graphical models : principles and applications /: principles and applications. (2015)

• Record Type: Book
• Further Information: Note: Luis Enrique Sucar.
• Authors: Sucar, Luis Enrique
• Contents: Part I: Fundamentals -- Introduction -- Probability Theory -- Graph Theory -- Part II: Probabilistic Models -- Bayesian Classifiers -- Hidden Markov Models -- Markov Random Fields -- Bayesian Networks: Representation and Inference -- Bayesian Networks: Learning -- Dynamic and Temporal Bayesian Networks -- Part III: Decision Models -- Decision Graphs -- Markov Decision Processes -- Part IV: Relational and Causal Models -- Relational Probabilistic Graphical Models -- Graphical Causal Models.
• Publisher Details: London : Springer
• Publication Date: 2015
• Extent: 1 online resource (xxiv, 253 pages), illustrations (some color)
• Subjects: 003/.54; Computer science; Uncertainty (Information theory); Graphical modeling (Statistics); Graphical modeling (Statistics); Uncertainty (Information theory); Mathematical Statistics; Mathematics; Physical Sciences & Mathematics; Computers -- Intelligence (AI) & Semantics; Computers -- Computer Vision & Pattern Recognition; Mathematics -- Probability & Statistics -- General; Technology & Engineering -- Electrical; Artificial intelligence; Pattern recognition; Probability & statistics; Electrical engineering; Artificial intelligence; Optical pattern recognition; Distribution (Probability theory); Computer engineering; Computers -- Mathematical & Statistical Software; Maths for computer scientists; Electronic books
• Languages: English
• ISBNs: 9781447166993; 1447166981; 9781447166986
• Related ISBNs: 144716699X; 9781447166986
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed June 26, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.