Handbook of graphical models. ([2019])
- Record Type:
- Book
- Title:
- Handbook of graphical models. ([2019])
- Main Title:
- Handbook of graphical models
- Further Information:
- Note: Edited by Marloes Maathuis, Mathias Drton, Steffen Lauritzen, Martin Wainwright.
- Editors:
- Maathuis, Marloes
Drton, Mathias
Lauritzen, Steffen L
Wainwright, Martin (Martin J.) - Contents:
- Part I Conditional independencies and Markov properties Conditional Independence and Basic Markov Properties - Milan Studený Markov Properties for Mixed Graphical Models - Robin Evans Algebraic Aspects of Conditional Independence and Graphical Models - Thomas Kahle, Johannes Rauh, and Seth Sullivant Part II Computing with factorizing distributions Algorithms and Data Structures for Exact Computation of Marginals - Jeffrey A. Bilmes Approximate methods for calculating marginals and likelihoods - Nicholas Ruozzi MAP Estimation: Linear Programming Relaxation and Message-Passing Algorithms - Ofer Meshi and Alexander G. Schwing Sequential Monte Carlo Methods - Arnaud Doucet and Anthony Lee Part III Statistical inference Discrete Graphical Models and their Parametrization - Luca La Rocca and Alberto Roverato Gaussian Graphical Models - Caroline Uhler Bayesian inference in Graphical Gaussian Models - Hélène Massam Latent tree models - Piotr Zwiernik Neighborhood selection methods - Po-Ling Loh Nonparametric Graphical Models - Han Liu and John Laerty Inference in high-dimensional graphical models - Jana Janková and Sara van de Geer Part IV Causal inference Causal Concepts and Graphical Models - Vanessa Didelez Identication In Graphical Causal Models - Ilya Shpitser Mediation Analysis - Johan Steen and Stijn Vansteelandt Search for Causal Models - Peter Spirtes and Kun Zhang Part V Applications Graphical Models for Forensic Analysis - A. Philip Dawid and Julia Mortera GraphicalPart I Conditional independencies and Markov properties Conditional Independence and Basic Markov Properties - Milan Studený Markov Properties for Mixed Graphical Models - Robin Evans Algebraic Aspects of Conditional Independence and Graphical Models - Thomas Kahle, Johannes Rauh, and Seth Sullivant Part II Computing with factorizing distributions Algorithms and Data Structures for Exact Computation of Marginals - Jeffrey A. Bilmes Approximate methods for calculating marginals and likelihoods - Nicholas Ruozzi MAP Estimation: Linear Programming Relaxation and Message-Passing Algorithms - Ofer Meshi and Alexander G. Schwing Sequential Monte Carlo Methods - Arnaud Doucet and Anthony Lee Part III Statistical inference Discrete Graphical Models and their Parametrization - Luca La Rocca and Alberto Roverato Gaussian Graphical Models - Caroline Uhler Bayesian inference in Graphical Gaussian Models - Hélène Massam Latent tree models - Piotr Zwiernik Neighborhood selection methods - Po-Ling Loh Nonparametric Graphical Models - Han Liu and John Laerty Inference in high-dimensional graphical models - Jana Janková and Sara van de Geer Part IV Causal inference Causal Concepts and Graphical Models - Vanessa Didelez Identication In Graphical Causal Models - Ilya Shpitser Mediation Analysis - Johan Steen and Stijn Vansteelandt Search for Causal Models - Peter Spirtes and Kun Zhang Part V Applications Graphical Models for Forensic Analysis - A. Philip Dawid and Julia Mortera Graphical models in molecular systems biology - Sach Mukherjee and Chris Oates Graphical Models in Genetics, Genomics and Metagenomics - Hongzhe Li and Jing Ma … (more)
- Publisher Details:
- Boca Raton, FL : CRC Press
- Publication Date:
- 2019
- Extent:
- 1 online resource
- Subjects:
- 519.5
Graphical modeling (Statistics)
Graphical modeling (Statistics)
MATHEMATICS / Applied
MATHEMATICS / Probability & Statistics / General
BUSINESS & ECONOMICS / Statistics
COMPUTERS / Machine Theory
Electronic books - Languages:
- English
- ISBNs:
- 9780429463976
0429463979
9780429874239
0429874235
9780429874222
0429874227
9780429874246
0429874243 - Related ISBNs:
- 9781498788625
1498788629 - Notes:
- Note: Includes bibliographical references and index.
Note: Description based on online resource; title from digital title page (viewed on January 02, 2019). - 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.
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.355889
- Ingest File:
- 02_338.xml