Clustering (Record no. 97810)

000 -LEADER
fixed length control field 02296nam a2200373 a 4500
001 - CONTROL NUMBER
control field 00012394
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240731095223.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210817s2021 si o 000 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9789811241208
-- (ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9811241201
-- (ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
-- (hbk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
-- (hbk.)
082 04 - CLASSIFICATION NUMBER
Call Number 519.53
100 1# - AUTHOR NAME
Author Simovici, Dan A.
245 10 - TITLE STATEMENT
Title Clustering
Sub Title theoretical and practical aspects /
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication Singapore :
Publisher World Scientific,
Year of publication 2021.
300 ## - PHYSICAL DESCRIPTION
Number of Pages 1 online resource (884 p.).
505 0# - FORMATTED CONTENTS NOTE
Remark 2 Introduction -- Set-theoretical preliminaries -- Dissimilarities, metrics, and ultrametrics -- Convexity -- Graphs and hypergraphs -- Partitional clustering -- Statistical approaches to clustering -- Hierarchical clustering -- Density-based clustering -- Categorical data clustering -- Spectral clustering -- Correlation and consensus clustering -- Clustering quality -- Clustering axiomatization -- Biclustering -- Semi-supervised clustering.
520 ## - SUMMARY, ETC.
Summary, etc "This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering. Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students."--
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://www.worldscientific.com/worldscibooks/10.1142/12394#t=toc
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type eBooks
520 ## - SUMMARY, ETC.
-- Publisher's website.
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1
-- Cluster analysis.

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