May 2009
Beginner to intermediate
864 pages
23h 13m
English
OUTLINE
Advanced Data Mining Algorithms
Image and Object Data Mining:Visualization and 3D-Medical and Other Scanning Imaging
You can perform most general data mining tasks with the basic algorithms presented in Chapter 7. But eventually, you may need to perform some specialized data mining tasks. This chapter describes some advanced algorithms that can “supercharge” your data mining jobs. They include the following:
1. Advanced General-Purpose Machine Learning Algorithms
• Interactive Trees (C&RT or CART, CHAID)
• Boosted Tree Classifiers and Regression
• MARSplines (Multivariate Adaptive Regression Splines)
• Random Forests for Regression and Classification (discussed ...