Probabilistic foundations of statistical network analysis (Record no. 211958)

000 -LEADER
fixed length control field aam a22 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190509b2018 ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781138630154
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 003
Item number C7P7
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Crane, Harry
9 (RLIN) 379802
245 ## - TITLE STATEMENT
Title Probabilistic foundations of statistical network analysis
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc CRC Press
Date of publication, distribution, etc 2018
Place of publication, distribution, etc Boca Raton
300 ## - PHYSICAL DESCRIPTION
Extent xx, 236 p.
Other physical details Includes bibliographical references and index
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Monographs on statistics and applied probability:157
9 (RLIN) 379803
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Table of Contents

Dedication
Preface
Acknowledgements
1. Orientation
2. Binary relational data
3. Network sampling
4. Generative models
5. Statistical modeling paradigm
6. Vertex exchangeable models
7. Getting beyond graphons
8. Relatively exchangeable models
9. Edge exchangeable models
10. Relationally exchangeable models
11. Dynamic network models
520 ## - SUMMARY, ETC.
Summary, etc Probabilistic Foundations of Statistical Network Analysis presents a fresh and insightful perspective on the fundamental tenets and major challenges of modern network analysis. Its lucid exposition provides necessary background for understanding the essential ideas behind exchangeable and dynamic network models, network sampling, and network statistics such as sparsity and power law, all of which play a central role in contemporary data science and machine learning applications. The book rewards readers with a clear and intuitive understanding of the subtle interplay between basic principles of statistical inference, empirical properties of network data, and technical concepts from probability theory. Its mathematically rigorous, yet non-technical, exposition makes the book accessible to professional data scientists, statisticians, and computer scientists as well as practitioners and researchers in substantive fields. Newcomers and non-quantitative researchers will find its conceptual approach invaluable for developing intuition about technical ideas from statistics and probability, while experts and graduate students will find the book a handy reference for a wide range of new topics, including edge exchangeability, relative exchangeability, graphon and graphex models, and graph-valued Levy process and rewiring models for dynamic networks. The author’s incisive commentary supplements these core concepts, challenging the reader to push beyond the current limitations of this emerging discipline. With an approachable exposition and more than 50 open research problems and exercises with solutions, this book is ideal for advanced undergraduate and graduate students interested in modern network analysis, data science, machine learning, and statistics.

https://www.crcpress.com/Probabilistic-Foundations-of-Statistical-Network-Analysis/Crane/p/book/9781138630154
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element System analysis
9 (RLIN) 379804
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Mathematical models
9 (RLIN) 379805
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Network analysis
9 (RLIN) 379806
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Permanent location Current location Shelving location Date acquired Source of acquisition Cost, normal purchase price Item location Full call number Barcode Date last seen Cost, replacement price Koha item type
        Not for Issue Non-fiction Vikram Sarabhai Library Vikram Sarabhai Library General Stacks 2019-05-07 6 2944.52 Slot 9 (0 Floor, West Wing) 003 C7P7 199360 2019-05-07 3727.44 Books

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