株式会社極東書店トップ商品一覧Data Complexity in Pattern Recognition. Softcover reprint of hardcover 1st ed. 2006

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Data Complexity in Pattern Recognition. Softcover reprint of hardcover 1st ed. 2006

Data Complexity in Pattern Recognition. Softcover reprint of hardcover 1st ed. 2006

・ISBN 978-1-84996-557-6 paper EUR 149.99

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お気に入り
著者・編者Basu, Mitra / Ho, Tin Kam (eds.),
シリーズ (Advanced Information and Knowledge Processing)
出版社 (Springer London Ltd, UK)
出版年月2010
ページ数300 pp.
言語ENG
ニュース番号<A05-18995>

解説

Machines capable of automatic pattern recognition have many fascinating uses in science & engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability.

This book takes a close view of data complexity & its role in shaping the theories & techniques in different disciplines & asks:

  • What is missing from current classification techniques?
  • When the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task?
  • How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data?

Uunique in its comprehensive coverage & multidisciplinary approach from various methodological & practical perspectives, researchers & practitioners will find this book an insightful reference to learn about current available techniques as well as application areas.