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Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization

Contributor(s): Tripathy, B K (Author), Sundareswaran, Anveshrithaa (Author), Ghela, Shrusti (Author)

ISBN: 9781032041032

Publisher: CRC Press

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Pub Date: September 25, 2023

Dewey: 001.4226

LCCN: 2021012896

Lexile Code: 0000

Features: Bibliography, Illustrated, Index

Target Age Group: NA to NA

Physical Info: 0.38" H x 9.21" L x 6.14" W ( 0.56 lbs) 160 pages

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Description: This book describes algorithms like Locally Linear Embedding, Laplacian eigenmaps, Semidefinite Embedding, t-SNE to resolve the problem of dimensionality reduction in case of non-linear relationships within the data. Underlying mathematical concepts, derivations, proofs, strengths and limitations of these algorithms are discussed as well.

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