Apparatus and methods for machine learning hypotheses

Details Apparatus and methods for machine learning hypotheses Apparatus and methods for machine learning hypotheses

G - Physics

06

F

G06F 15/18 (2006.01) G06N 3/08 (2006.01)

Patent

CA 2167748

Apparatus and methods for machine learning the hypotheses used in the classifiercomponent of pattern classification devices such as OCRs, other image analysis systems, and and text retrieval systems. The apparatus and methods employ machine learning techniques for generating weak hypotheses from a set of examples of thepatterns to be recognized and then evaluate the resulting hypothesis against example patterns. The results of the evaluation are used to increase the probability that the examples used to generate the next weak hypothesis are ones which the previous weak hypothesis did not correctly classify. The results of the evaluation are also used to give a weight to each weak hypothesis. A strong hypothesis is then made by combining the weak hypotheses according to their weights.

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