Title:
INFORMATION PROCESSING METHOD AND INFORMATION PROCESSING DEVICE
Document Type and Number:
WIPO Patent Application WO/2017/154284
Kind Code:
A1
Abstract:
[Problem] To more efficiently find a network structure matching an environment. [Solution] Provided is an information processing method comprising: generating, by a processor from an evaluated neural network, another neural network having a different network structure; acquiring, by the processor, evaluation results of the generated neural network; updating, by the processor and on the basis of the evaluation results of the generated neural network, a Pareto optimal solution relating to the evaluated neural network; and generating, by the processor from a neural network relating to the updated Pareto optimal solution, another neural network having a different network structure.
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Inventors:
KOBAYASHI YOSHIYUKI (JP)
Application Number:
PCT/JP2016/085249
Publication Date:
September 14, 2017
Filing Date:
November 28, 2016
Export Citation:
Assignee:
SONY CORP (JP)
International Classes:
G06N3/08
Foreign References:
| JP2001331780A | 2001-11-30 | |||
| JP2002288625A | 2002-10-04 | |||
| US20050246297A1 | 2005-11-03 | |||
| JP2004163446A | 2004-06-10 | |||
| JPH096881A | 1997-01-10 |
Other References:
JIN, YAOCHU ET AL.: "Neural network regularization and ensembling using multi-objective evolutionary algorithms", PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, 23 June 2004 (2004-06-23), pages 1 - 8, XP055533167
KAZUMI SAITO ET AL.: "Applying Second-Order Learning Algorithm BPQ to Classification Problems and Evaluating It", THE TRANSACTIONS OF THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS (J81-D-II, 25 February 1998 (1998-02-25), pages 412 - 420, XP009508181
See also references of EP 3428856A4
KAZUMI SAITO ET AL.: "Applying Second-Order Learning Algorithm BPQ to Classification Problems and Evaluating It", THE TRANSACTIONS OF THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS (J81-D-II, 25 February 1998 (1998-02-25), pages 412 - 420, XP009508181
See also references of EP 3428856A4
Attorney, Agent or Firm:
KAMEYA, Yoshiaki et al. (JP)
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