Advanced data mining techniques

Abstract

Part II: Data Mining Methods as ToolsChapter 3 presents memory-based reasoning methods of data mining.Major real applications are described.Algorithms are demonstrated with prototypical data based on real applications.Chapter 4 discusses association rule methods.Application in the form of market basket analysis is discussed.A real data set is described, and a simplified version used to demonstrate association rule methods.Chapter 5 presents fuzzy data mining approaches.Fuzzy decision tree approaches are described, as well as fuzzy association rule applications.Real data mining applications are described and demonstrated Chapter 6 presents Rough Sets, a recently popularized data mining method.Chapter 7 describes support vector machines and the types of data sets in which they seem to have relative advantage.Chapter 8 discusses the use of genetic algorithms to supplement various data mining operations.Chapter 9 describes methods to evaluate models in the process of data mining.