Title:
INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING PROGRAM
Document Type and Number:
WIPO Patent Application WO/2018/167885
Kind Code:
A1
Abstract:
An information processing device according to one embodiment of the present invention comprises a processor. The processor executes: an acquisition step for acquiring a plurality of partial layers as a gene pool, the partial layers being candidates for constituent elements of a deep learning model; a generation step for using genetic programming and generating new partial layers from the gene pool; an evaluation step for incorporating, into a template for the deep learning model, the partial layers in the gene pool to which the new partial layers were added, evaluating the partial layers, and determining the plurality of partial layers remaining in the gene pool; and an output step for outputting a deep learning model in which the partial layers having the highest evaluation values are incorporated.
Inventors:
HIRANO HIROMI (JP)
Application Number:
PCT/JP2017/010474
Publication Date:
September 20, 2018
Filing Date:
March 15, 2017
Export Citation:
Assignee:
RAKUTEN INC (JP)
International Classes:
G06N3/08; G06N3/12
Foreign References:
| JP2003317073A | 2003-11-07 |
Other References:
TAKAHIRO SHINOZAKI ET AL.: "Shinkateki Algorithm no Daikibo Jikko ni yoru DNN Kozo Saitekika", REPORT OF THE 2015 SPRING MEETING, THE ACOUSTICAL SOCIETY OF JAPAN CD-ROM, March 2015 (2015-03-01), pages 11 - 12, ISSN: 1880-7658
MASANORI SUGANUMA ET AL.: "Image Classification Based on Hierarchical Feature Construction Using Genetic Programming", IEICE TECHNICAL REPORT, vol. 116, no. 121, 27 June 2016 (2016-06-27), pages 25 - 30, ISSN: 0913-5685
MASANORI SUGANUMA ET AL.: "Image Classification Based on Hierarchical Feature Construction Using Genetic Programming", IEICE TECHNICAL REPORT, vol. 116, no. 121, 27 June 2016 (2016-06-27), pages 25 - 30, ISSN: 0913-5685
Attorney, Agent or Firm:
HASEGAWA Yoshiki et al. (JP)
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