Probabilistic Graphical Models: Principles and Techniques

E298583

academic book artificial intelligence textbook machine learning textbook non-fiction book textbook

Probabilistic Graphical Models: Principles and Techniques is a foundational textbook that systematically presents the theory, algorithms, and applications of probabilistic graphical models in machine learning and artificial intelligence.

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Label	Occurrences
Probabilistic Graphical Models: Principles and Techniques canonical	2
Probabilistic Graphical Models	1

Statements (49)

Predicate	Object
instanceOf	academic book ⓘ artificial intelligence textbook ⓘ machine learning textbook ⓘ non-fiction book ⓘ textbook ⓘ
academicDiscipline	applied mathematics ⓘ computer science ⓘ
author	Daphne Koller ⓘ Nir Friedman ⓘ
countryOfPublication	United States of America ⓘ surface form: United States
field	artificial intelligence ⓘ machine learning ⓘ probabilistic graphical models ⓘ statistics ⓘ
focus	algorithms for probabilistic graphical models ⓘ applications of probabilistic graphical models ⓘ theory of probabilistic graphical models ⓘ
intendedAudience	graduate students ⓘ practitioners in machine learning ⓘ researchers ⓘ
language	English ⓘ
publisher	MIT Press ⓘ
shortTitle	Probabilistic Graphical Models: Principles and Techniques self-linksurface differs ⓘ surface form: Probabilistic Graphical Models
title	Probabilistic Graphical Models: Principles and Techniques self-link ⓘ
topic	Bayesian networks ⓘ Markov chain Monte Carlo ⓘ Markov random fields ⓘ surface form: Markov networks Monte Carlo methods ⓘ approximate inference ⓘ belief propagation ⓘ conditional independence ⓘ decision theory ⓘ directed graphical models ⓘ dynamic Bayesian networks ⓘ exact inference ⓘ exponential family distributions ⓘ factor graphs ⓘ graphical model representation ⓘ inference algorithms ⓘ influence diagrams ⓘ latent variable models ⓘ loopy belief propagation ⓘ parameter learning ⓘ structure learning ⓘ temporal models ⓘ undirected graphical models ⓘ variational inference ⓘ
usedAs	graduate-level textbook ⓘ reference book ⓘ

Referenced by (3)

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Daphne Koller → notableWork → Probabilistic Graphical Models: Principles and Techniques ⓘ

Probabilistic Graphical Models: Principles and Techniques → title → Probabilistic Graphical Models: Principles and Techniques self-link ⓘ

Probabilistic Graphical Models: Principles and Techniques → shortTitle → Probabilistic Graphical Models: Principles and Techniques self-linksurface differs ⓘ

this entity surface form: Probabilistic Graphical Models