1. Guest Editor's Introduction

   • Philip M. Long

   Legacy Pages: 5 - 5

2. An Experimental and Theoretical Comparison of Model Selection Methods

   • Michael Kearns
   • Yishay Mansour
   • Dana Ron

   OriginalPaper Pages: 7 - 50

3. Predicting Nearly As Well As the Best Pruning of a Decision Tree

   • David P. Helmbold
   • Robert E. Schapire

   OriginalPaper Pages: 51 - 68

4. Exactly Learning Automata of Small Cover Time

   • Dana Ron
   • Ronitt Rubinfeld

   OriginalPaper Pages: 69 - 96

5. A Comparison of New and Old Algorithms for a Mixture Estimation Problem

   • David P. Helmbold
   • Robert E. Schapire
   • Manfred K. Warmuth

   OriginalPaper Pages: 97 - 119