High Dimensional Neurocomputing: Growth, Appraisal and Applications (Studies in Computational Intelligence)
暫譯: 高維神經計算:成長、評估與應用(計算智慧研究)

Bipin Kumar Tripathi

  • 出版商: Springer
  • 出版日期: 2014-11-18
  • 售價: $4,280
  • 貴賓價: 9.5$4,066
  • 語言: 英文
  • 頁數: 165
  • 裝訂: Hardcover
  • ISBN: 8132220730
  • ISBN-13: 9788132220732
  • 海外代購書籍(需單獨結帳)

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商品描述

The book presents a coherent understanding of computational intelligence from the perspective of what is known as "intelligent computing" with high-dimensional parameters. It critically discusses the central issue of high-dimensional neurocomputing, such as quantitative representation of signals, extending the dimensionality of neuron, supervised and unsupervised learning and design of higher order neurons. The strong point of the book is its clarity and ability of the underlying theory to unify our understanding of high-dimensional computing where conventional methods fail. The plenty of application oriented problems are presented for evaluating, monitoring and maintaining the stability of adaptive learning machine. Author has taken care to cover the breadth and depth of the subject, both in the qualitative as well as quantitative way. The book is intended to enlighten the scientific community, ranging from advanced undergraduates to engineers, scientists and seasoned researchers in computational intelligence.

商品描述(中文翻譯)

本書從所謂的「智能計算」的角度,提供了對計算智能的連貫理解,並探討高維參數的相關議題。它批判性地討論了高維神經計算的核心問題,例如信號的定量表示、神經元的維度擴展、監督式與非監督式學習以及高階神經元的設計。本書的強項在於其清晰度以及基礎理論能夠統一我們對高維計算的理解,尤其是在傳統方法失敗的情況下。書中提供了大量以應用為導向的問題,以評估、監控和維持自適應學習機器的穩定性。作者細心地涵蓋了該主題的廣度和深度,無論是在定性還是定量方面。本書旨在啟發科學社群,適合從高年級本科生到工程師、科學家及資深計算智能研究人員的讀者。