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Design and Implementation of Data Mining Tools

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by Bhavani Thuraisingham & Latifur Khan & Mamoun Awad
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Design and Implementation of Data Mining Tools by Bhavani Thuraisingham & Latifur Khan & Mamoun Awad

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.

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Ebook Details
Pages: 272
Size: 8.1 MB
Publisher: CRC Press
Date published:   2009
ISBN: 9781420045918 (DRM-PDF)

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This product is listed in the following categories:

Nonfiction > Computers > Database Management
Nonfiction > Computers > Programming > Software Development
Nonfiction > Computers > Database Management > Database Mining

These authors have products in the following categories:

Nonfiction > Technology
Nonfiction > Mathematics > Probability & Statistics
Nonfiction > Computers > Database Management
Nonfiction > Computers > Database Management > Database Mining
Nonfiction > Computers
Nonfiction > Computers > Internet
Nonfiction > Computers > Programming > Software Development
Nonfiction > Computers > Security

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