Dawn E. Holmes & Lakhmi C Jain 
Data Mining: Foundations and Intelligent Paradigms [PDF ebook] 
VOLUME 2: Statistical, Bayesian, Time Series and other Theoretical Aspects

From the content: Data Mining with Multilayer Perceptrons and Support Vector Machines.- Regulatory Networks under Ellipsoidal Uncertainty — Data Analysis and Prediction by Optimization Theory and Dynamical Systems.- A Visual Environment for Designing and Running Data Mining Workflows in the Knowledge Grid.- Formal framework for the Study of Algorithmic Properties of Objective Interestingness Measures.- Nonnegative Matrix Factorization: Models, Algorithms and Applications.- Visual Data Mining and Discovery with Binarized Vectors.