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Title:
コンピュータベースシステム及びコンピュータベース方法
Document Type and Number:
Japanese Patent JP6877623
Kind Code:
B2
Abstract:
A computer-based system trains a neural network by solving a double layer optimization problem. The system includes an input interface to receive an input to the neural network and labels of the input to the neural network; a processor to solve a double layer optimization to produce parameters of the neural network, and an output interface to output the parameters of the neural network. The double layer optimization includes an optimization of a first layer subject to an optimization of a second layer. The optimization of the first layer minimizes a difference between an output of the neural network processing the input and the labels of the input to the neural network, the optimization of the second layer minimizes a distance between a non-negative output vector of each layer and a corresponding input vector to each layer. The input vector of a current layer is a linear transformation of the non-negative output vector of the previous layer.

Inventors:
Jean, Jimin
Brand, Matthew
Application Number:
JP2020500663A
Publication Date:
May 26, 2021
Filing Date:
May 21, 2018
Export Citation:
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Assignee:
Mitsubishi Electric Corporation
International Classes:
G06N3/08
Domestic Patent References:
JP2018520444A
JP2007535079A
Foreign References:
US20180260703
US20170083751
Attorney, Agent or Firm:
Michiharu Soga
Kajinami order
Kazuhiro Oyaku
Shunichi Ueda
Junichiro Yoshida