Wavelet Neural Networks: With Applications in Financial Engineering, Chaos, and Classification (Hardcover)

Antonios K. Alexandridis, Achilleas D. Zapranis

  • 出版商: Wiley
  • 出版日期: 2014-05-05
  • 定價: $3,470
  • 售價: 9.5$3,297
  • 語言: 英文
  • 頁數: 264
  • 裝訂: Hardcover
  • ISBN: 1118592522
  • ISBN-13: 9781118592526
  • 相關分類: 人工智慧大數據 Big-dataData Science
  • 立即出貨 (庫存=1)

商品描述

Through extensive examples and case studies, Wavelet Neural Networks provides a step-by-step introduction to modeling, training, and forecasting using wavelet networks. The acclaimed authors present a statistical model identification framework to successfully apply wavelet networks in various applications, specifically, providing the mathematical and statistical framework needed for model selection, variable selection, wavelet network construction, initialization, training, forecasting and prediction, confidence intervals, prediction intervals, and model adequacy testing. The text is ideal for MBA students as well as researchers and practitioners. Various methodologies are separated into the appropriate procedural stages to facilitate understanding.

商品描述(中文翻譯)

透過大量的例子和案例研究,《小波神經網絡》提供了一個逐步介紹使用小波網絡進行建模、訓練和預測的方法。這本書的作者們提出了一個統計模型識別框架,以成功應用小波網絡在各種應用中,特別是提供了模型選擇、變量選擇、小波網絡構建、初始化、訓練、預測和預測、置信區間、預測區間和模型適應性測試所需的數學和統計框架。這本書非常適合MBA學生以及研究人員和從業人員閱讀。各種方法論被分為適當的程序階段,以便理解。