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Chapter 2
Formal Model and Context

 2.1.  Formal Model
 2.2.  Relationship to Prior Work
   2.2.1.  Distribution free learning
   2.2.2.  Bayesian Analysis
 2.3.  Overview of the document
   2.3.1.  Microchoice Bounds
   2.3.2.  Pac-Bayes Bounds
   2.3.3.  Averaging Bounds
   2.3.4.  Shell Bounds
   2.3.5.  Bracketing Covering Number Bounds
   2.3.6.  Progressive Validation
   2.3.7.  Combining training and test sets

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