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US Patent 7698235 Ensemble learning system and method

Patent 7698235 was granted and assigned to NEC Corporation on April, 2010 by the United States Patent and Trademark Office.

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Patent
Patent

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Current Assignee
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
7698235
Patent Inventor Names
Yukiko Kuroiwa0
Date of Patent
April 13, 2010
Patent Application Number
10952334
Date Filed
September 28, 2004
Patent Citations Received
‌
US Patent 11663515 Machine learning classification with model quality prediction
0
‌
US Patent 11676162 Apparatus and method for enhanced message targeting
0
Patent Primary Examiner
‌
David R Vincent
Patent abstract

A learning system that can predict a desired result, and can have stable and improved prediction precision is presented. The learning system includes a learning section which learns the learning data using a learning algorithm to generate hypotheses, a storage section containing at least a plurality of un-labeled candidate data, a calculating section which uses the hypotheses to calculate a score for each of the plurality of candidate data, a selecting section that selects desired candidate data based on the calculated scores and a predetermined stochastic selection function, a data updating section which affixes a user-determined label to the desired candidate data and outputs the desired candidate data to the learning data, and a control unit which outputs the hypotheses to an output unit when an end condition is met, so that a desired result is predicted.

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