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Title:
COMPUTER MOUNTING METHOD FOR CONTROLLING BIAS OF BACKGROUND OF MACHINE LEARNING MODULE, COMPUTER PROGRAM PRODUCT AND COMPUTER SYSTEM (CONTROL OF BIAS OF BACKGROUND OF MACHINE LEARNING MODULE)
Document Type and Number:
Japanese Patent JP2023058454
Kind Code:
A
Abstract:
To provide a system, method and program for generating a machine learning module.SOLUTION: A method includes the steps of: providing training data including a first data set corresponding to a first feature amount and a second data set corresponding to a second feature amount; generating a further data set depending on the first data set and the second data set; calculating a first correlation metric depending on the further data set and a selected data set; confirming whether the first correlation metric is larger than a first threshold; training an ML module depending on the further data set; defining a first subset of a value of a further feature amount and a second subset of the value of the further feature amount; determining a bias metric of an ML module corresponding to the first subset or the second subset; confirming bias constraint; and releasing the ML module.SELECTED DRAWING: Figure 9

Inventors:
LUKASZ G CMIELOWSKI
SZYMON KUCHARCZYK
DOROTA LACZAK
DANIEL JAKUB RYSZKA
Application Number:
JP2022163230A
Publication Date:
April 25, 2023
Filing Date:
October 11, 2022
Export Citation:
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Assignee:
INT BUSINESS MASCHINES CORPORATION
International Classes:
G06N20/00
Attorney, Agent or Firm:
Tadashi Taneichi
Kataoka Tadahiko
Jiro Furube
Hiroyuki Kubo