Neural Networks and Statistical Learning
暫譯: 神經網絡與統計學習

Du, Ke-Lin, Swamy, M. N. S.

Neural Networks and Statistical Learning
  • 出版商: Springer
  • 出版日期: 2019-09-25
  • 售價: $6,480
  • 貴賓價: 9.5 折 $6,156
  • 語言: 英文
  • 頁數: 988
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1447174518
  • ISBN-13: 9781447174516

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book provides a broad yet detailed introduction to neural networks and machine learning in a statistical framework. A single, comprehensive resource for study and further research, it explores the major popular neural network models and statistical learning approaches with examples and exercises and allows readers to gain a practical working understanding of the content. This updated new edition presents recently published results and includes six new chapters that correspond to the recent advances in computational learning theory, sparse coding, deep learning, big data and cloud computing.

Each chapter features state-of-the-art descriptions and significant research findings. The topics covered include:

- multilayer perceptron;

- associative memory;

- clustering;

- reinforcement learning;

- probabilistic and Bayesian networks;

- fuzzy sets and logic;

Focusing on the prominent accomplishments and their practical aspects, this book provides academic and technical staff, as well as graduate students and researchers with a solid foundation and comprehensive reference on the fields of neural networks, pattern recognition, signal processing, and machine learning.

商品描述(中文翻譯)

本書提供了一個廣泛而詳細的神經網絡和機器學習的統計框架介紹。作為一個全面的學習和進一步研究資源，它探討了主要流行的神經網絡模型和統計學習方法，並附有範例和練習，讓讀者能夠獲得對內容的實際工作理解。這一更新版新書呈現了最近發表的研究結果，並包含六個新章節，對應於計算學習理論、稀疏編碼、深度學習、大數據和雲計算的最新進展。

每一章都包含最先進的描述和重要的研究發現。涵蓋的主題包括：
- 多層感知器；
- 聯想記憶；
- 聚類；
- 強化學習；
- 機率和貝葉斯網絡；
- 模糊集合和邏輯；

本書專注於突出的成就及其實際應用，為學術和技術人員、研究生及研究者提供了神經網絡、模式識別、信號處理和機器學習領域的堅實基礎和全面參考。

作者簡介

Ke-Lin Du is currently the founder and CEO at Xonlink Inc., China. He is also an Affiliate Associate Professor at the Department of Electrical and Computer Engineering, Concordia University, Canada. In the past, he held positions at Huawei Technologies, the China Academy of Telecommunication Technology, the Chinese University of Hong Kong, the Hong Kong University of Science and Technology, Concordia University, and Enjoyor Inc. He has published four books and over 50 papers, and filed over 30 patents. A Senior Member of the IEEE, his current research interests include signal processing, neural networks, intelligent systems, and wireless communications.

MNS Swamy is currently a Research Professor and holder of the Concordia Tier I Research Chair of Signal Processing at the Department of Electrical and Computer Engineering, Concordia University, where he was Dean of the Faculty of Engineering and Computer Science from 1977 to 1993 and the founding Chair of the EE department. He has published extensively in the areas of circuits, systems and signal processing, and co-authored nine books and holds five patents. Professor Swamy is a Fellow of the IEEE, IET (UK) and EIC (Canada), and has received many IEEE-CAS awards, including the Guillemin-Cauer award in 1986, as well as the Education Award and the Golden Jubilee Medal, both in 2000. He has been the Editor-in-Chief of the journal Circuits, Systems and Signal Processing (CSSP) since 1999. Recently, CSSP has instituted the Best Paper Award in his name.

作者簡介(中文翻譯)

杜克林目前是中國 Xonlink Inc. 的創始人兼首席執行官。他同時也是加拿大康考迪亞大學電機與計算機工程系的兼任副教授。過去，他曾在華為技術有限公司、中國通信科技學院、香港中文大學、香港科技大學、康考迪亞大學及 Enjoyor Inc. 擔任職位。他已出版四本書籍和超過 50 篇論文，並申請了超過 30 項專利。作為 IEEE 的資深會員，他目前的研究興趣包括信號處理、神經網絡、智能系統和無線通信。

MNS Swamy目前是康考迪亞大學電機與計算機工程系的研究教授及信號處理 Tier I 研究主席，曾於 1977 年至 1993 年擔任工程與計算機科學學院院長，並是電機工程系的創始主席。他在電路、系統和信號處理領域發表了大量研究，並共同撰寫了九本書籍，擁有五項專利。Swamy 教授是 IEEE、IET（英國）和 EIC（加拿大）的會士，並獲得多項 IEEE-CAS 獎項，包括 1986 年的 Guillemin-Cauer 獎，以及 2000 年的教育獎和金禧獎。他自 1999 年以來一直擔任期刊《Circuits, Systems and Signal Processing (CSSP)》的主編。最近，CSSP 以他的名字設立了最佳論文獎。

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