JP7568085B2 - 機械学習プログラム，機械学習方法および機械学習装置 - Google Patents

機械学習プログラム，機械学習方法および機械学習装置 Download PDF

Info

Publication number
JP7568085B2
JP7568085B2 JP2023525255A JP2023525255A JP7568085B2 JP 7568085 B2 JP7568085 B2 JP 7568085B2 JP 2023525255 A JP2023525255 A JP 2023525255A JP 2023525255 A JP2023525255 A JP 2023525255A JP 7568085 B2 JP7568085 B2 JP 7568085B2
Authority
JP
Japan
Prior art keywords
fairness
machine learning
attribute
data
calculation unit
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
JP2023525255A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2022254626A1 (https=
JPWO2022254626A5 (https=
Inventor
亮介 園田
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Fujitsu Ltd
Original Assignee
Fujitsu Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Fujitsu Ltd filed Critical Fujitsu Ltd
Publication of JPWO2022254626A1 publication Critical patent/JPWO2022254626A1/ja
Publication of JPWO2022254626A5 publication Critical patent/JPWO2022254626A5/ja
Application granted granted Critical
Publication of JP7568085B2 publication Critical patent/JP7568085B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
JP2023525255A 2021-06-02 2021-06-02 機械学習プログラム，機械学習方法および機械学習装置 Active JP7568085B2 (ja)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2021/021059 WO2022254626A1 (ja) 2021-06-02 2021-06-02 機械学習プログラム，機械学習方法および機械学習装置

Publications (3)

Publication Number Publication Date
JPWO2022254626A1 JPWO2022254626A1 (https=) 2022-12-08
JPWO2022254626A5 JPWO2022254626A5 (https=) 2024-01-04
JP7568085B2 true JP7568085B2 (ja) 2024-10-16

Family

ID=84322866

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2023525255A Active JP7568085B2 (ja) 2021-06-02 2021-06-02 機械学習プログラム，機械学習方法および機械学習装置

Country Status (4)

Country Link
US (1) US20240086706A1 (https=)
EP (1) EP4350585A4 (https=)
JP (1) JP7568085B2 (https=)
WO (1) WO2022254626A1 (https=)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024166331A1 (ja) * 2023-02-09 2024-08-15 富士通株式会社 機械学習プログラム、方法、及び装置
WO2024184982A1 (ja) * 2023-03-03 2024-09-12 富士通株式会社 公平性制御プログラム、公平性制御装置、および公平性制御方法

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2021085188A1 (ja) 2019-10-29 2021-05-06 ソニー株式会社 バイアス調整装置、情報処理装置、情報処理方法及び情報処理プログラム

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11645620B2 (en) 2019-03-15 2023-05-09 Tecnotree Technologies, Inc. Framework for explainability with recourse of black-box trained classifiers and assessment of fairness and robustness of black-box trained classifiers
EP3979137A4 (en) 2019-05-27 2022-08-10 Sony Group Corporation ARTIFICIAL INTELLIGENCE DEVICE AND PROGRAM AND METHOD OF MAKING

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2021085188A1 (ja) 2019-10-29 2021-05-06 ソニー株式会社 バイアス調整装置、情報処理装置、情報処理方法及び情報処理プログラム

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
ZEHLIKE, Meike et al.，Reducing disparate exposure in ranking: A learning to rank approach [online]，2020年04月20日，pp.2849-2855，[retrieved on 2021.06.23], Retrieved from the Internet: <URL: https://dl.acm.org/doi/pdf/10.1145/3366424.3380048>

Also Published As

Publication number Publication date
WO2022254626A1 (ja) 2022-12-08
JPWO2022254626A1 (https=) 2022-12-08
US20240086706A1 (en) 2024-03-14
EP4350585A4 (en) 2024-07-31
EP4350585A1 (en) 2024-04-10

Similar Documents

Publication Publication Date Title
Mim et al. A soft voting ensemble learning approach for credit card fraud detection
Hido et al. Statistical outlier detection using direct density ratio estimation
Lei et al. A Decision Support System for market-driven product positioning and design
Sim et al. Missing values and optimal selection of an imputation method and classification algorithm to improve the accuracy of ubiquitous computing applications
US10599999B2 (en) Digital event profile filters based on cost sensitive support vector machine for fraud detection, risk rating or electronic transaction classification
Xia et al. An attention-based wide and deep CNN with dilated convolutions for detecting electricity theft considering imbalanced data
CN112424784B (zh) 用于使用神经网络的改进的表标识的系统、方法和计算机可读介质
Ouf et al. A proposed hybrid framework to improve the accuracy of customer churn prediction in telecom industry
US10984343B2 (en) Training and estimation of selection behavior of target
US20220207307A1 (en) Computer-implemented detection method, non-transitory computer-readable recording medium, and computing system
US20240086706A1 (en) Storage medium, machine learning method, and machine learning device
CN111325344A (zh) 评估模型解释工具的方法和装置
JP7207540B2 (ja) 学習支援装置、学習支援方法、及びプログラム
US8315956B2 (en) System and method using hidden information
Al Ali et al. Enhancing financial distress prediction through integrated Chinese whisper clustering and federated learning
US20210110409A1 (en) False detection rate control with null-hypothesis
Tang et al. Software defect prediction ensemble learning algorithm based on 2-step sparrow optimizing extreme learning machine
Tripathi Practical machine learning cookbook
Tummalapalli Machine learning pipeline for automotive propensity models
Zhang et al. Leveraging local density decision labeling and fuzzy dependency for semi-supervised feature selection
Arnaiz-Rodriguez et al. FairShap: a data Re-weighting approach for algorithmic fairness based on Shapley values
Vinayak et al. Sample size estimation for effective modelling of classification problems in machine learning
JP7670229B2 (ja) 訓練データ生成プログラム，訓練データ生成方法および情報処理装置
US20210110285A1 (en) Feature selection using sobolev independence criterion
KR20250046025A (ko) 클래스별 특징 분산을 이용한 학습 모델의 전이성 평가 방법 및 장치

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230928

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20230928

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20240625

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20240826

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20240903

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20240916

R150 Certificate of patent or registration of utility model

Ref document number: 7568085

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150