Flexible Integration of Multiple Learning Methods into a Problem Solving Architecture

Enric Plaza & Josep Lluís Arcos

IIIA - Institut d'Investigació en Intel.ligència Artificial,
CSIC - Spanish Scientific Research Council,
Campus Universitat Autonòma de Barcelona,
08193 Bellaterra, Catalonia, Spain.
Voice: +34 3 5809570;
Fax: +34 3 5809661;
Email: plaza@iiia.csic.es & arcos@iiia.csic.es
WWW: http://www.iiia.csic.es

• 1 Introduction
• 2 The Massive Memory Architecture
  • Episodic Memory
  • Analogical Inference
  • 2.1 Elements of Inference
  • 2.2 Task/Method Decomposition
• 3 Integration of Multiple Learning Methods
  • 3.1 Learning Analogical Explanations
  • 3.2 Analogical Generate-and-Test
  • 3.3 Generate-and-Test and Inductive Learning
• 4 Discussion
  • 4.1 Learning from Multiple Examples
  • 4.2 Generalization in Analogy and Induction
  • Acknowledgements
  • References