Graphical models for categorical data / (Record no. 523492)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04010nam a22003738i 4500 |
| 001 - CONTROL NUMBER | |
| control field | CR9781108277495 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | UkCbUP |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20200124160341.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION | |
| fixed length control field | m|||||o||d|||||||| |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr|||||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 170111s2017||||enk o ||1 0|eng|d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781108277495 (ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Cancelled/invalid ISBN | 9781108404969 (paperback) |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | UkCbUP |
| Language of cataloging | eng |
| Description conventions | rda |
| Transcribing agency | UkCbUP |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | QA279 |
| Item number | .R68 2017 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.538 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Roverato, Alberto, |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Graphical models for categorical data / |
| Statement of responsibility, etc | Alberto Roverato. |
| 264 #1 - Production, Publication, Distribution, Manufacture, and Copyright Notice (R) | |
| Place of production, publication, distribution, manufacture (R) | Cambridge : |
| Name of producer, publisher, distributor, manufacturer (R) | Cambridge University Press, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2017. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource (vii, 152 pages) : |
| Other physical details | digital, PDF file(s). |
| 336 ## - Content Type (R) | |
| Content type term (R) | text |
| Content type code (R) | txt |
| Source (NR) | rdacontent |
| 337 ## - Media Type (R) | |
| Media type term (R) | computer |
| Media type code (R) | c |
| Source (NR) | rdamedia |
| 338 ## - Carrier Type (R) | |
| Carrier type term (R) | online resource |
| Carrier type code (R) | cr |
| Source (NR) | rdacarrier |
| 490 1# - SERIES STATEMENT | |
| სერიის ცნობა | SemStat elements |
| 490 1# - SERIES STATEMENT | |
| სერიის ცნობა | Cambridge elements |
| 500 ## - GENERAL NOTE | |
| General note | Title from publisher's bibliographic system (viewed on 29 May 2018). |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | For advanced students of network data science, this compact account covers both well-established methodology and the theory of models recently introduced in the graphical model literature. It focuses on the discrete case where all variables involved are categorical and, in this context, it achieves a unified presentation of classical and recent results. |
| 505 00 - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Machine generated contents note: |
| Miscellaneous information | 1. |
| Title | Introduction -- |
| Miscellaneous information | 1.1. |
| Title | Graphical Models -- |
| Miscellaneous information | 1.2. |
| Title | Outline of the Book -- |
| Miscellaneous information | 1.2.1. |
| Title | Discrete Graphical Models and Their Parameterization -- |
| Miscellaneous information | 1.2.2. |
| Title | Binary vs Non-binary Variables -- |
| Miscellaneous information | 2. |
| Title | Conditional Independence and Cross-product Ratios -- |
| Miscellaneous information | 2.1. |
| Title | Notation and Terminology -- |
| Miscellaneous information | 2.1.1. |
| Title | Cross-classified Tables -- |
| Miscellaneous information | 2.2. |
| Title | Conditional Independence -- |
| Miscellaneous information | 2.3. |
| Title | Establishing Independence Relationships -- |
| Miscellaneous information | 3. |
| Title | Mobius Inversion -- |
| Miscellaneous information | 3.1. |
| Title | Preliminaries -- |
| Miscellaneous information | 3.1.1. |
| Title | Notation and Terminology -- |
| Miscellaneous information | 3.1.2. |
| Title | The Zeta and the Mobius Matrices -- |
| Miscellaneous information | 3.2. |
| Title | The Mobius Inversion Formula -- |
| Miscellaneous information | 3.2.1. |
| Title | Two Basic Lemmas -- |
| Miscellaneous information | 3.3. |
| Title | Mobius Inversion and Partially Ordered Sets -- |
| Miscellaneous information | 4. |
| Title | Undirected Graph Models -- |
| Miscellaneous information | 4.1. |
| Title | Graphs -- |
| Miscellaneous information | 4.2. |
| Title | Markov Properties for Undirected Graphs -- |
| Miscellaneous information | 4.3. |
| Title | The Log-linear Parameterization -- |
| Miscellaneous information | 4.4. |
| Title | Hierarchical Log-linear Models -- |
| Miscellaneous information | 4.5. |
| Title | Log-linear Graphical Models -- |
| Miscellaneous information | 4.6. |
| Title | Data, Estimation and Testing -- |
| Miscellaneous information | 4.7. |
| Title | Graph Decomposition and Decomposable Graphs -- |
| Miscellaneous information | 4.8. |
| Title | Local Computation Properties -- |
| Miscellaneous information | 4.9. |
| Title | Models for Decomposable Graphs -- |
| Miscellaneous information | 4.10. |
| Title | Log-linear Models and the Exponential Family -- |
| Miscellaneous information | 4.10.1. |
| Title | Basic Facts on the Theory of the Exponential Family -- |
| Miscellaneous information | 4.10.2. |
| Title | The Cross-classified Bernoulli Distribution -- |
| Miscellaneous information | 4.10.3. |
| Title | Exponential Family Representations of the Saturated Model -- |
| Miscellaneous information | 4.10.4. |
| Title | Exponential Family Representation of Hierarchical Log-linear Models -- |
| Miscellaneous information | 4.11. |
| Title | Modular Structure of the Asymptotic Variance of ML Estimates -- |
| Miscellaneous information | 4.11.1. |
| Title | The Variance Function and the Asymptotic Variance of ML Estimates -- |
| Miscellaneous information | 4.11.2. |
| Title | Variances in the Saturated Model -- |
| Miscellaneous information | 4.11.3. |
| Title | Variances in Hierarchical Log-linear Models -- |
| Miscellaneous information | 4.11.4. |
| Title | Decompositions and Decomposable Models -- |
| Miscellaneous information | 5. |
| Title | Bidirected Graph Models -- |
| Miscellaneous information | 5.1. |
| Title | Bidirected Graphs -- |
| Miscellaneous information | 5.2. |
| Title | Markov Properties for Bidirected Graphs -- |
| Miscellaneous information | 5.3. |
| Title | The Log-mean Linear Parameterization -- |
| Miscellaneous information | 5.4. |
| Title | Log-mean Linear Graphical Models -- |
| Miscellaneous information | 5.5. |
| Title | Example: Symptoms in Psychiatric Patients -- |
| Miscellaneous information | 5.6. |
| Title | Parsimonious Graphical Modeling -- |
| Miscellaneous information | 6. |
| Title | Directed Acyclic and Regression Graph Models -- |
| Miscellaneous information | 6.1. |
| Title | Directed Acyclic Graphs -- |
| Miscellaneous information | 6.2. |
| Title | Markov Properties for Directed Acyclic Graphs -- |
| Miscellaneous information | 6.3. |
| Title | Regression Graphs -- |
| Miscellaneous information | 6.4. |
| Title | Markov Properties for Regression Graphs -- |
| Miscellaneous information | 6.5. |
| Title | On the Interpretation of Models defined by Regression Graphs -- |
| Miscellaneous information | 6.6. |
| Title | The Log-hybrid Linear Parameterization -- |
| Miscellaneous information | 6.7. |
| Title | Log-hybrid Linear Graphical Models -- |
| Miscellaneous information | 6.8. |
| Title | Inference in Regression Graph Models. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Graphical modeling (Statistics) |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Display text | Print version: |
| International Standard Book Number | 9781108404969 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | SemStat elements. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Cambridge elements. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://doi.org/10.1017/9781108277495">https://doi.org/10.1017/9781108277495</a> |
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