By Zheng Alan Zhao,Huan Liu
ISBN-10: 1439862095
ISBN-13: 9781439862094
Spectral function choice for facts Mining introduces a unique function choice process that establishes a basic platform for learning latest characteristic choice algorithms and constructing new algorithms for rising difficulties in real-world functions. this method represents a unified framework for supervised, unsupervised, and semisupervised function selection.
The ebook explores the most recent study achievements, sheds mild on new examine instructions, and stimulates readers to make the following artistic breakthroughs. It provides the intrinsic rules at the back of spectral characteristic choice, its theoretical foundations, its connections to different algorithms, and its use in dealing with either large-scale information units and small pattern difficulties. The authors additionally disguise function choice and have extraction, together with uncomplicated thoughts, renowned latest algorithms, and applications.
A well timed advent to spectral function choice, this e-book illustrates the potential for this robust dimensionality relief approach in high-dimensional information processing. Readers easy methods to use spectral characteristic choice to resolve hard difficulties in real-life purposes and detect how normal function choice and extraction are hooked up to spectral characteristic choice.
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Spectral Feature Selection for Data Mining (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) by Zheng Alan Zhao,Huan Liu
by Paul
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