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Patent Searching and Data


Title:
INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, INFORMATION PROCESSING PROGRAM, AND LEARNING MODEL GENERATION DEVICE
Document Type and Number:
WIPO Patent Application WO/2022/249518
Kind Code:
A1
Abstract:
This information processing device is provided with an inference unit and a visualization unit. The inference unit, by using a learning model, infers low-dimensional data that is for visualization and that is obtained by performing dimensionality reduction from high-dimensional data. The learning model is trained so as to receive input of high-dimensional data and output low-dimensional data that is for visualization and that is obtained by performing dimensionality reduction. The learning model includes: a first model trained so as to perform nonlinear transformation to perform conversion into intermediate data having a lower dimensionality than high-dimensional data while reflecting characteristics of the high-dimensional data; and a second model that is obtained by performing manifold learning and that transforms the intermediate data to low-dimensional data having a dimensionality further lower than that of intermediate data. The visualization unit visualizes the inferred low-dimensional data.

Inventors:
ISHIZUKA HARUYA (JP)
MOCHIHASHI DAICHI (JP)
Application Number:
PCT/JP2021/045416
Publication Date:
December 01, 2022
Filing Date:
December 09, 2021
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Assignee:
BRIDGESTONE CORP (JP)
International Classes:
G06N3/02; G06N3/08
Foreign References:
US20200272857A12020-08-27
JP2018537798A2018-12-20
US20200225177A12020-07-16
Attorney, Agent or Firm:
TAIYO, NAKAJIMA & KATO (JP)
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