Design and Implementation of Data Mining Tools (Hardcover)

Design and Implementation of Data Mining Tools (Hardcover)

作者: Bhavani Thuraisingham Latifur Khan Mamoun Awad Lei Wang
出版社: Auerbach Publication
出版在: 2009-06-01
ISBN-13: 9781420045901
ISBN-10: 1420045903
裝訂格式: Hardcover
總頁數: 272 頁





內容描述


Focusing on three applications of data mining, Design and Implementation of Data Mining Tools explains how to create and employ systems and tools for intrusion detection, Web page surfing prediction, and image classification. Mainly based on the authors’ own research work, the book takes a practical approach to the subject.
 
The first part of the book reviews data mining techniques, such as artificial neural networks and support vector machines, as well as data mining applications. The second section covers the design and implementation of data mining tools for intrusion detection. It examines various designs and performance results, along with the strengths and weaknesses of the approaches. The third part presents techniques to solve the WWW prediction problem. The final part describes models that the authors have developed for image classification.
 
Showing step by step how data mining tools are developed, this hands-on guide discusses the performance results, limitations, and unique contributions of data mining systems. It provides essential information for technologists to decide on the tools to select for a particular application, for developers to focus on alternative designs if an approach is unsuitable, and for managers to choose whether to proceed with a data mining project.




相關書籍

數據分析思維:產品經理的成長筆記

作者 黃偉豪

2009-06-01

智能推薦系統開發實戰

作者 尚濤

2009-06-01

TensorFlow 深度學習 — 深入理解人工智能算法設計

作者 龍良曲

2009-06-01