Computational Methods of Feature Selection

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Release : 2007-10-29
Genre : Business & Economics
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Book Rating : 792/5 ( reviews)

Computational Methods of Feature Selection - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Methods of Feature Selection write by Huan Liu. This book was released on 2007-10-29. Computational Methods of Feature Selection available in PDF, EPUB and Kindle. Due to increasing demands for dimensionality reduction, research on feature selection has deeply and widely expanded into many fields, including computational statistics, pattern recognition, machine learning, data mining, and knowledge discovery. Highlighting current research issues, Computational Methods of Feature Selection introduces the

Computational Intelligence and Feature Selection

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Release : 2008-10-03
Genre : Computers
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Book Rating : 917/5 ( reviews)

Computational Intelligence and Feature Selection - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Intelligence and Feature Selection write by Richard Jensen. This book was released on 2008-10-03. Computational Intelligence and Feature Selection available in PDF, EPUB and Kindle. The rough and fuzzy set approaches presented here open up many new frontiers for continued research and development Computational Intelligence and Feature Selection provides readers with the background and fundamental ideas behind Feature Selection (FS), with an emphasis on techniques based on rough and fuzzy sets. For readers who are less familiar with the subject, the book begins with an introduction to fuzzy set theory and fuzzy-rough set theory. Building on this foundation, the book provides: A critical review of FS methods, with particular emphasis on their current limitations Program files implementing major algorithms, together with the necessary instructions and datasets, available on a related Web site Coverage of the background and fundamental ideas behind FS A systematic presentation of the leading methods reviewed in a consistent algorithmic framework Real-world applications with worked examples that illustrate the power and efficacy of the FS approaches covered An investigation of the associated areas of FS, including rule induction and clustering methods using hybridizations of fuzzy and rough set theories Computational Intelligence and Feature Selection is an ideal resource for advanced undergraduates, postgraduates, researchers, and professional engineers. However, its straightforward presentation of the underlying concepts makes the book meaningful to specialists and nonspecialists alike.

Encyclopedia of Machine Learning

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Release : 2011-03-28
Genre : Computers
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Book Rating : 680/5 ( reviews)

Encyclopedia of Machine Learning - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Encyclopedia of Machine Learning write by Claude Sammut. This book was released on 2011-03-28. Encyclopedia of Machine Learning available in PDF, EPUB and Kindle. This comprehensive encyclopedia, in A-Z format, provides easy access to relevant information for those seeking entry into any aspect within the broad field of Machine Learning. Most of the entries in this preeminent work include useful literature references.

Computational Methods to Study Phenotype Evolution and Feature Selection Techniques for Biological Data Under Evolutionary Constraints

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Release : 2014
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Book Rating : /5 ( reviews)

Computational Methods to Study Phenotype Evolution and Feature Selection Techniques for Biological Data Under Evolutionary Constraints - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Methods to Study Phenotype Evolution and Feature Selection Techniques for Biological Data Under Evolutionary Constraints write by Christina Kratsch. This book was released on 2014. Computational Methods to Study Phenotype Evolution and Feature Selection Techniques for Biological Data Under Evolutionary Constraints available in PDF, EPUB and Kindle.

Feature Engineering and Selection

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Release : 2019-07-25
Genre : Business & Economics
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Book Rating : 467/5 ( reviews)

Feature Engineering and Selection - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Feature Engineering and Selection write by Max Kuhn. This book was released on 2019-07-25. Feature Engineering and Selection available in PDF, EPUB and Kindle. The process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results.