This research has been supported by NSF grants IIS-9801638, IIS-9984168, ITR-IIS-0085836, ITR-IIS-0085980 and an ONR MURI Award.

• Contents
• List of Tables
• Introduction
• License terms
• Installation
• The SNoW Architecture
  • The Basic System
  • Basic Learning Rules
    • Winnow
    • Perceptron
    • Naive Bayes
  • Extensions to the Basic Learning Rules
    • True Multi-Class Classification (Constraint Classification)
    • Regularization
    • Function Approximation (Regression)
    • Sequential Model
    • Voting: The Clouds Architecture
    • Threshold-Relative Updating
  • Prediction
  
  
• Using SNoW
  • Execution Modes
  • Command line usage
    • Mode Selection
    • Command Line Parameters
      • Architecture Definition Parameters
      • Training Parameters
      • Testing Parameters
      • Input/Output Parameters
  
  
• File Formats
  • Example Files
    • The Sequential Model
    • Interactive Mode
    • Example
  • Network Files
  • Error Files
  
  
• Tutorial
  • Training
  • Testing
  • Server
  • Interactive Mode
  • Other Options
  
  
• Command-Line Parameter Index
• Glossary of Terms
• Bibliography
• About this document ...