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Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization - Paperback
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by B. K. Tripathy (Author), Anveshrithaa Sundareswaran (Author), Shrusti Ghela (Author)
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.
Author Biography
B.K. Tripathy, Anveshrithaa Sundareswaran, Shrusti Ghela
Number of Pages: 160
Dimensions: 0.38 x 9.21 x 6.14 IN
Illustrated: Yes
Publication Date: September 25, 2023