C4.5, Naren Ramakrishnan
K-Means, Joydeep Ghosh and Alexander Liu
SVM: Support Vector Machines, Hui Xue, Qiang Yang, and Songcan Chen
Apriori, Hiroshi Motoda and Kouzou Ohara
EM, Geoffrey J. McLachlan and Shu-Kay Ng
PageRank, Bing Liu and Philip S. Yu
AdaBoost, Zhi-Hua Zhou and Yang Yu
kNN: k-Nearest Neighbors, Michael Steinbach and Pang-Ning Tan
Naïve Bayes, David J. Hand
CART: Classification and Regression Trees, Dan Steinberg
Index
Biography
Xindong Wu, Vipin Kumar
… The text is easy to read as each chapter focuses on a particular algorithm and a consistent presentation style has been adopted throughout the book … Each chapter was reviewed by two independent reviewers and one of the book editors—resulting in a text that will be a useful reference source for years to come.
—International Statistical Review, 2010If you are a quality professional looking for data analysis techniques beyond multiple regression, and you are comfortable reading high level mathematics, then this book may be for you.
—Journal of Quality Technology, Vol. 41, No. 4, October 2009
