Clustering (Record no. 97810)
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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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