Training Issues in Incremental Learning
Papers from the 1993 Spring Symposium
Antoine Cornuejols, Program Chair
Technical Report SS-93-06. Published by The AAAI Press, Menlo Park, California. This technical report is also available in book and CD format.
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Contents
Section One: On-Line Learning in COLT
The Power of Self-Directed Learning / 2
Sally Goldman and Robert Sloan
Computational Learning Theory: A Bayesian Perspective / 16
Tom Chavez
Types of Incremental Learning / 26
Klaus Jantke
Section Two: Ordering Effect and Memory Limitations
Ordering Effects in Incremental Learning / 35
Doug Fisher
Getting Order Independence in Incremental Learning / 43
Antoine Comuejols
Exploiting Sample-Selection and Ordering to Speed Up Learning / 54
Filippo Neri and Lorenza Saitta
Using Semi-Distributed Representations to Overcome Catastrophic Forgetting in Connectionist Networks / 70
Bob French
Learning with a Limited Memory / 78
Rusins Freivalds and Efim Kinber and Carl Smith
Section Three: Non Monotonic Reasoning and Mind Changes
Weighing Hypotheses: Incremental Learning from Noisy Data / 91
Philip Laird
Measuring Concept Changes / 99
Carla Brodley and Edwina Rissland
Hypothesis Selection Biases for Incremental Learning / 109
Claire Nedellec and Celine Rouveirol
Representing and Reasoning with Defaults for Learning Agents / 109
Benjamin Grosof
Section Four: Incremental Learning of Control Systems
Learning by On-Line State Space Refinement / 133
Ralph Gonzales
Steps or Stages for Incremental Learning / 140
Dominique Luzeaux and Eric Martin
Bibliography of Research in Incremental Learning / 151
Antoine Cornuejols
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