Auton Lab Research Index

• Overview
• Auton Machine Learning
  • Locally weighted learning, (also known as memory-based learning, instance-based learning, lazy-learning, and closely related to similarity searching and case-based reasoning).
  • Locally weighted learning applied to control of processes and dynamic systems
  • Cross-validation-based model selection
• Efficient Data Mining
  • Multiresolution kd-tree representations of data clouds
  • Constant-time "counting": ADtree representations of cached sufficient statistics
  • Probabilistic reasoning and belief networks
  • Fast Association Rule Learning
• Experimentation and Active Learning
  • Racing algorithms and Schemata Search
  • Blackbox Noisy Optimization: Autonomous Response Surface Methods
• Decision and Control.
  • Reinforcement Learning
  • Geometric Reinforcement Learning
  • Variable Resolution Reinforcement Learning
  • Value Function Approximation
  • Reinforcement Learning for optimization
  • Logistics and Production Scheduling

Auton Research Index	Efficient Data Mining		Locally weighted Learning	Auton: The Big Picture
	Active Learning and Exploration		Decision and Reinforcement Learning	Auton Home Page

Research Overview