Pluto: Managing Multistrategy Learning through Planning

Gordon T. Shippey, J. William Murdock, Ashwin Ram

Multistrategy learning systems are systems that employ multiple methods to solve learning problems. In many multistrategy systems, either the user or the system selects a single method to use on the current problem. At best, such a selection-type multistrategy learning system can solve the union of the problems solvable by the individual learning methods it contains. Another strategy is to have the user specify a sequence of methods to apply to a particular problem at compile time. Both of these strategies fails to tap the full potential of the learning methods under their control.

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