Nonlinear Dimensionality Reduction (Information Science and by John A. Lee,Michel Verleysen

By John A. Lee,Michel Verleysen

This publication describes tested and complex tools for decreasing the dimensionality of numerical databases. every one description begins from intuitive rules, develops the required mathematical info, and ends via outlining the algorithmic implementation. The textual content presents a lucid precis of evidence and ideas when it comes to famous equipment in addition to contemporary advancements in nonlinear dimensionality relief. tools are all defined from a unifying viewpoint, which is helping to spotlight their respective strengths and shortcomings. The presentation will attract statisticians, computing device scientists and information analysts, and different practitioners having a easy history in records or computational learning.

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