Foundations of Wavelet Networks and Applications
暫譯: 小波網路的基礎與應用
S. Sitharama Iyengar, V.V. Phoha
- 出版商: CRC
- 出版日期: 2002-06-27
- 售價: $1,672
- 語言: 英文
- 頁數: 288
- 裝訂: Hardcover
- ISBN: 1584882743
- ISBN-13: 9781584882749
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商品描述
Traditionally, neural networks and wavelet theory have been two separate disciplines, taught separately and practiced separately. In recent years the offspring of wavelet theory and neural networks-wavelet networks-have emerged and grown vigorously both in research and applications. Yet the material needed to learn or teach wavelet networks has remained scattered in various research monographs.
Foundations of Wavelet Networks and Applications unites these two fields in a comprehensive, integrated presentation of wavelets and neural networks. It begins by building a foundation, including the necessary mathematics. A transitional chapter on recurrent learning then leads to an in-depth look at wavelet networks in practice, examining important applications that include using wavelets as stock market trading advisors, as classifiers in electroencephalographic drug detection, and as predictors of chaotic time series. The final chapter explores concept learning and approximation by wavelet networks.
The potential of wavelet networks in engineering, economics, and social science applications is rich and still growing. Foundations of Wavelet Networks and Applications prepares and inspires its readers not only to help ensure that potential is achieved but also to open new frontiers in research and applications.
商品描述(中文翻譯)
- 提供了第一本全面且獨立的波let網路處理
- 專注於建立洞察力和理解，而非嚴謹的數學基礎
- 提出多種神經架構，以激發新想法並為將波let應用於其他神經架構奠定基礎
- 每章包含練習題集，以幫助鞏固理解
- 包含完整的參考書目，形成進一步探索的豐富資源
傳統上，神經網路和波let理論是兩個獨立的學科，分開教授和實踐。近年來，波let理論和神經網路的結合產物——波let網路，已經在研究和應用中蓬勃發展。然而，學習或教授波let網路所需的材料仍然散落在各種研究專著中。
《波let網路及其應用的基礎》將這兩個領域統合在一起，提供了波let和神經網路的全面、整合的介紹。它首先建立基礎，包括必要的數學知識。接著，過渡章節介紹了遞迴學習，然後深入探討波let網路的實踐，檢視重要的應用，包括將波let用作股市交易顧問、在腦電圖藥物檢測中的分類器，以及混沌時間序列的預測器。最後一章探討了波let網路的概念學習和近似。
波let網路在工程、經濟學和社會科學應用中的潛力豐富且仍在增長。《波let網路及其應用的基礎》不僅為讀者做好準備，確保潛力得以實現，還激勵他們開創研究和應用的新領域。
