Contents

• 1 Introduction
• 2 Notations and Overview
  • 2.1 Notations
  • 2.2 Overview
  
  
• 3 Instance Weighting
  • 3.1 Class Imbalance
  • 3.2 Covariate Shift
  • 3.3 Change of Functional Relations
  
  
• 4 Semi-Supervised Learning
• 5 Change of Representation
• 6 Bayesian Priors
• 7 Multi-Task Learning
• 8 Ensemble Methods
• Bibliography