Advanced data analysis in neuroscience : integrating statistical and computational models / Daniel Durstewitz.

Statistical Inference
Regression Problems
Classification Problems
Model Complexity and Selection
Clustering and Density Estimation
Dimensionality Reduction
Linear Time Series Analysis
Nonlinear Concepts in Time Series Analysis
Time Series from a Nonlinear Dynamical Systems Perspective.