Evaluating Explanations: A Content Theory (Artificial - download pdf or read online

By David B. Leake

Psychology and philosophy have lengthy studied the character and position of clarification. extra lately, synthetic intelligence learn has built promising theories of ways clarification allows studying and generalization. through the use of causes to steer studying, explanation-based equipment enable trustworthy studying of recent techniques in complicated occasions, usually from staring at a unmarried instance.

the writer of this quantity, even though, argues that explanation-based studying study has missed key matters in clarification development and overview. via studying the problems within the context of a narrative figuring out procedure that explains novel occasions in information tales, the writer indicates that the normal assumptions don't follow to advanced real-world domain names. another conception is gifted, person who demonstrates that context -- related to either explainer ideals and ambitions -- is important in finding out an explanation's goodness and idea of the prospective contexts can be utilized to figure out which causes are applicable. this significant view is confirmed with examples of the functionality of ACCEPTER, a working laptop or computer approach for tale figuring out, anomaly detection, and clarification evaluation.

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Evaluating Explanations: A Content Theory (Artificial Intelligence Series) by David B. Leake


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