Title:
INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING SYSTEM, PROGRAM, AND ISING MODEL DEVELOPMENT ASSISTANCE METHOD
Document Type and Number:
WIPO Patent Application WO/2024/009893
Kind Code:
A1
Abstract:
Provided is an information processing device which assists in the development of an ising model for causing an annealing-type optimization machine to solve an optimal solution search problem, wherein the information processing device comprises: a conversion unit which is configured to binarize an explanation variable included in a training data set created using a trained machine learning model; a training unit which is configured to machine-train an ising model about a relationship between the binarized explanation variable and prediction values of the training data set; and an output unit which is configured to output the trained ising model.
Inventors:
SAKAGUCHI SUGURU (JP)
KAKUDA KOHSUKE (JP)
OKUNO YOSHISHIGE (JP)
KAKUDA KOHSUKE (JP)
OKUNO YOSHISHIGE (JP)
Application Number:
PCT/JP2023/024237
Publication Date:
January 11, 2024
Filing Date:
June 29, 2023
Export Citation:
Assignee:
RESONAC CORP (JP)
International Classes:
G06N99/00
Foreign References:
| JP2021033768A | 2021-03-01 | |||
| JP2022109916A | 2022-07-28 |
Other References:
SEKI, YUYA ET AL. : "Integer Variable Optimization Using Factorization Machine and Ising Machine", IPSJ SIG TECHNICAL REPORT, vol. 2022-QS-005, no. 1, 24 March 2022 (2022-03-24), pages 1 - 7, XP009552908
TERAYAMA KEI, SUMITA MASATO, TAMURA RYO, TSUDA KOJI: "Black-Box Optimization for Automated Discovery", ACCOUNTS OF CHEMICAL RESEARCH, ACS , WASHINGTON , DC, US, vol. 54, no. 6, 16 March 2021 (2021-03-16), US , pages 1334 - 1346, XP093125823, ISSN: 0001-4842, DOI: 10.1021/acs.accounts.0c00713
TERAYAMA KEI, SUMITA MASATO, TAMURA RYO, TSUDA KOJI: "Black-Box Optimization for Automated Discovery", ACCOUNTS OF CHEMICAL RESEARCH, ACS , WASHINGTON , DC, US, vol. 54, no. 6, 16 March 2021 (2021-03-16), US , pages 1334 - 1346, XP093125823, ISSN: 0001-4842, DOI: 10.1021/acs.accounts.0c00713
Attorney, Agent or Firm:
ITOH, Tadashige et al. (JP)
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