Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization (Record no. 98424)

MARC details
000 -LEADER
fixed length control field 01660 a2200205 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 240304b |||||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781032600017
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 005.74015
Cutter TRI
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Tripathy B K
245 ## - TITLE STATEMENT
Title Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
250 ## - EDITION STATEMENT
Edition statement 1st
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc CRC Press
Date of publication, distribution, etc 2022
Place of publication, distribution, etc London
300 ## - PHYSICAL DESCRIPTION
Extent 174
520 ## - Remark
Summary, etc Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization describes such algorithms as Locally Linear Embedding (LLE), Laplacian Eigenmaps, Isomap, Semidefinite Embedding, and t-SNE to resolve the problem of dimensionality reduction in the case of non-linear relationships within the data. Underlying mathematical concepts, derivations, and proofs with logical explanations for these algorithms are discussed, including strengths and limitations. The book highlights important use cases of these algorithms and provides examples along with visualizations. Comparative study of the algorithms is presented to give a clear idea on selecting the best suitable algorithm for a given dataset for efficient dimensionality reduction and data visualization.<br/><br/>Source: https://www.amazon.in/Unsupervised-Approaches-Dimensionality-Reduction-Visualization/dp/1032600012/ref=sr_1_1?crid=35NCHQAC339KZ&dib=eyJ2IjoiMSJ9.p36Dw8I5fHE6a-EbHz6AaA.Slw-NHAYgRH9kSPr4GwyWe6O1J0hcrbq0MiU9HX5HIo&dib_tag=se&keywords=9781032600017&qid=1709539928&sprefix=thinking+visually%2Caps%2C227&sr=8-1
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Data Visualization
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Sundareswaran, Anveshrithaa
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Ghela Shrusti
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a Business Analytics
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Item type Book
Source of classification or shelving scheme Dewey Decimal Classification
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Source of acquisition Cost, normal purchase price Collection Type Full call number Barcode Date last seen Cost, replacement price Koha item type
    Dewey Decimal Classification     Reference book Main Library Main Library Analytics 02/02/2024 A 4 Apple Books 1356.00 Indian Book 005.74015 TRI 119240 02/02/2024 1695.00 Book

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