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Ridge Functions.

Ridge Functions.

・ISBN 978-1-107-12439-4 hard GB£ 121.00

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-316-40812-4

著者・編者Pinkus, Allan,
シリーズCambridge Tracts in Mathematics
出版社(Cambridge University Press, UK)
出版年月2015
ページ数218 pp.
言語ENG
ニュース番号<M25-9269>

解説

Ridge functions are a rich class of simple multivariate functions which have found applications in a variety of areas. These include partial differential equations (where they are sometimes termed 'plane waves'), computerised tomography, projection pursuit in the analysis of large multivariate data sets, the MLP model in neural networks, Waring's problem over linear forms, and approximation theory. Ridge Functions is the first book devoted to studying them as entities in and of themselves. The author describes their central properties and provides a solid theoretical foundation for researchers working in areas such as approximation or data science. He also includes an extensive bibliography and discusses some of the unresolved questions that may set the course for future research in the field.