Bioinformatics : the machine learning approach

Introduction

Machine-learning foundations : the probabilistic framework

Probabilistic modeling and inference : examples

Machine learning algorithms

Neural networks : the theory

Neural networks : applications

Hidden Markov models: the theory

Hidden Markov models: applications

Probabilistic graphical models in bioinformatics

Probabilistic models of evolution : phylogenitc trees

Stochastic grammars and linguistics

Microarrays and gene expression

Internet resources and public databases