Deep neural network learning method and apparatus, and category-independent sub-network learning apparatus

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United States of America Patent

PATENT NO 9691020
APP PUB NO 20160110642A1
SERIAL NO

14787903

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Abstract

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Provided is a DNN learning method that can reduce DNN learning time using data belonging to a plurality of categories. The method includes the steps of training a language-independent sub-network 120 and language-dependent sub-networks 122 and 124 with training data of Japanese and English. This step includes: a first step of training a DNN obtained by connecting neurons in an output layer of the sub-network 120 with neurons in an input layer of sub-network 122 with Japanese training data; a step of forming a DNN by connecting the sub-network 124 in place of the sub-network 122 to the sub-network 120 and training it with English data; repeating these steps alternately until all training data ends; and after completion, separating the first sub-network 120 from other sub-networks and storing it as a category-independent sub-network in a storage medium.

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Patent Owner(s)

  • NATIONAL INSTITUTE OF INFORMATION AND COMMUNICATIONS TECHNOLOGY

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Hori, Chiori Tokyo, JP 19 206
Kashioka, Hideki Tokyo, JP 5 45
Lu, Xugang Tokyo, JP 2 66
Matsuda, Shigeki Tokyo, JP 17 216

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