Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization - Paperback

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