Title:
MODEL TRAINING PROGRAM, MODEL TRAINING METHOD, AND INFORMATION PROCESSING DEVICE
Document Type and Number:
WIPO Patent Application WO/2021/240664
Kind Code:
A1
Abstract:
This information processing device selects, from among a plurality of training data pieces included in a training data set used for training a determination model, a training data piece which has been determined correctly by the determination model. The information processing device presents, to a user, a data item and a determination result having contributed to the determination, from among data items included in the selected training data piece. The information processing device receives evaluation of ease of interpretation with respect to the presented data item. The information processing device executes training of the determination model using the training data set, on the basis of a loss function adjusted on the basis of the evaluation result.
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Inventors:
SUZUKI HIROFUMI (JP)
GOTO KEISUKE (JP)
GOTO KEISUKE (JP)
Application Number:
PCT/JP2020/020814
Publication Date:
December 02, 2021
Filing Date:
May 26, 2020
Export Citation:
Assignee:
FUJITSU LTD (JP)
International Classes:
G06N20/00
Foreign References:
| JP2012073761A | 2012-04-12 | |||
| JP2020017112A | 2020-01-30 |
Other References:
SUZUKI, HIROFUMI ET AL.: "Heuristic Algorithm for Human Acceptable Linear Model based on Weighted Lasso", SIG-FPAI-112, 1 March 2020 (2020-03-01), pages 67 - 72, XP055876969
ISAAC LAGE ET AL.: "Human-in-the-loop interpretability prioi", PROCEEDINGS OF THE 32ND INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING SYSTEMS (NIPS'18, 2018, pages 10180 - 10189
See also references of EP 4160492A4
ISAAC LAGE ET AL.: "Human-in-the-loop interpretability prioi", PROCEEDINGS OF THE 32ND INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING SYSTEMS (NIPS'18, 2018, pages 10180 - 10189
See also references of EP 4160492A4
Attorney, Agent or Firm:
SAKAI INTERNATIONAL PATENT OFFICE (JP)
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