Bird’s-eye of history
~1979
• 1971, John H. Holland, Classifier system, “Processing and processors for
Schemata” [Hol71]
• 1978, Holland and Reitman, Cognitive system/Learning classifier system,
“Cognitive Systems Based on Adaptive Algorithms” [HR78]
Learning classifier systems are
a machine learning paradigm.
Two ideas
• Survival of the fittest. The first principle of Evolutionary Computation,
Adaptive Behavior and Artificial Life.
• Trial and error. Been formalized and developed in the area of
Reinforcement Learning.
Two major application areas
• Classification problems.
• Adaptive behavior problems.
~1979
• 1971, John H. Holland, Classifier system, “Processing and processors for
Schemata” [Hol71]
• 1978, Holland and Reitman, Cognitive system/Learning classifier system,
“Cognitive Systems Based on Adaptive Algorithms” [HR78]
Learning classifier systems are
a machine learning paradigm.
Two ideas
• Survival of the fittest. The first principle of Evolutionary Computation,
Adaptive Behavior and Artificial Life.
• Trial and error. Been formalized and developed in the area of
Reinforcement Learning.
Two major application areas
• Classification problems.
• Adaptive behavior problems.
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