Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization (Record no. 98424)
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000 -LEADER | |
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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 |
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 |
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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 |