Deep neural network learning method and apparatus, and category-independent sub-network learning apparatus
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United States of America Patent
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Jun 27, 2017
Grant Date -
Apr 21, 2016
app pub date -
May 15, 2014
filing date -
May 23, 2013
priority date (Note) -
In Force
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Abstract
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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- 15 United States
- 10 France
- 8 Japan
- 7 China
- 5 Korea
- 2 Other
Patent Owner(s)
- NATIONAL INSTITUTE OF INFORMATION AND COMMUNICATIONS TECHNOLOGY
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- [Classification Symbol]
- [Patents Count]
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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