Traditional data mining methods are designed to deal with “static” databases, i.e. databases where the ordering of records (or other database objects) has nothing to do with the patterns of interest. Though the assumption of order irrelevance may be
The purpose of this book is to present the state of the art concerning quality/interestingness measures for data mining. The book summarizes recent developments and presents original research on this topic. The chapters include reviews, comparative
An Overview of Data Mining Techniques Excerpted from the book Building Data Mining Applications for CRM by Alex Berson, Stephen Smith, and Kurt Thearling
Web mining - is the application of data mining techniques to discover patterns from the Web. According to analysis targets, web mining can be divided into three different types, which are Web usage mining, Web content mining and Web structure mining
Jason T.L. Wang, Mohammed J. Zaki,Hannu T.T. Toivonen and Dennis Shasha (Eds) Summary The aim of this book is to introduce the reader to some of the best techniques for data mining in bioinformatics in the hope that the reader will build on them to
This book introduces practical machine learning tools and techniques in data mining. A very good book for learners in this area. Its authors are Ian H. Witten and Eibe Frank.
This book is a thorough introduction to the most important topics in data mining and machine learning. It begins with a detailed review of classical function estimation and proceeds with chapters on nonlinear regression, classification, and ensemble
Edited by Nong Ye, Lawrence Erlbaum Associates, Inc, 2003 Table of Content I: METHODOLOGIES OF DATA MINING 1 Decision Trees 2 Association Rules 3 Artificial Neural Network Models for Data Mining 4 Statistical Analysis of Normal and Abnormal Data 5 B
An important issue of data mining is how to transfer data into information, the information into action, and the action into value or profit. This paper presents a study on applying sensitivity analysis to neural network models for a particular area
