JP7367872B2 - 訓練データ生成プログラム、装置、及び方法 - Google Patents

訓練データ生成プログラム、装置、及び方法 Download PDF

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JP7367872B2
JP7367872B2 JP2022532227A JP2022532227A JP7367872B2 JP 7367872 B2 JP7367872 B2 JP 7367872B2 JP 2022532227 A JP2022532227 A JP 2022532227A JP 2022532227 A JP2022532227 A JP 2022532227A JP 7367872 B2 JP7367872 B2 JP 7367872B2
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悠里 中尾
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Fujitsu Ltd
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    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217Validation; Performance evaluation; Active pattern learning techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
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    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2155Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the incorporation of unlabelled data, e.g. multiple instance learning [MIL], semi-supervised techniques using expectation-maximisation [EM] or naïve labelling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/217Validation; Performance evaluation; Active pattern learning techniques
    • G06F18/2178Validation; Performance evaluation; Active pattern learning techniques based on feedback of a supervisor
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/23Clustering techniques
    • GPHYSICS
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    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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JP2022532227A 2020-06-26 2020-06-26 訓練データ生成プログラム、装置、及び方法 Active JP7367872B2 (ja)

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JP7367872B2 true JP7367872B2 (ja) 2023-10-24

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EP (1) EP4174734A4 (https=)
JP (1) JP7367872B2 (https=)
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JP2023108516A (ja) * 2022-01-25 2023-08-04 富士通株式会社 機械学習プログラム,機械学習方法及び情報処理装置
JP7764775B2 (ja) * 2022-02-02 2025-11-06 富士通株式会社 機械学習プログラム,機械学習方法及び情報処理装置
WO2024058202A1 (ja) * 2022-09-15 2024-03-21 ソニーグループ株式会社 情報処理装置及び情報処理方法、並びにコンピュータプログラム
JP7798761B2 (ja) * 2022-12-27 2026-01-14 株式会社日立ソリューションズ 教師データ編集支援システム、方法、およびプログラム
JP2024121212A (ja) * 2023-02-27 2024-09-06 ソニーグループ株式会社 情報処理装置及び情報処理方法、コンピュータプログラム、並びにイメージセンサ
JPWO2024180775A1 (https=) * 2023-03-02 2024-09-06

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010204966A (ja) 2009-03-03 2010-09-16 Nippon Telegr & Teleph Corp <Ntt> サンプリング装置、サンプリング方法、サンプリングプログラム、クラス判別装置およびクラス判別システム。
US20190147371A1 (en) 2017-11-13 2019-05-16 Accenture Global Solutions Limited Training, validating, and monitoring artificial intelligence and machine learning models
US20190188605A1 (en) 2017-12-20 2019-06-20 At&T Intellectual Property I, L.P. Machine Learning Model Understanding As-A-Service

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US20050073918A1 (en) * 2003-10-01 2005-04-07 Ryoichi Ishikawa Optical disc apparatus and tracking control method and program for the optical disc apparatus
US8832116B1 (en) * 2012-01-11 2014-09-09 Google Inc. Using mobile application logs to measure and maintain accuracy of business information
US11068796B2 (en) * 2013-11-01 2021-07-20 International Business Machines Corporation Pruning process execution logs
US10362062B1 (en) * 2016-04-22 2019-07-23 Awake Security, Inc. System and method for evaluating security entities in a computing environment
US20210312362A1 (en) * 2020-04-07 2021-10-07 Microsoft Technology Licensing, Llc Providing action items for an activity based on similar past activities

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010204966A (ja) 2009-03-03 2010-09-16 Nippon Telegr & Teleph Corp <Ntt> サンプリング装置、サンプリング方法、サンプリングプログラム、クラス判別装置およびクラス判別システム。
US20190147371A1 (en) 2017-11-13 2019-05-16 Accenture Global Solutions Limited Training, validating, and monitoring artificial intelligence and machine learning models
US20190188605A1 (en) 2017-12-20 2019-06-20 At&T Intellectual Property I, L.P. Machine Learning Model Understanding As-A-Service

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WO2021260945A1 (ja) 2021-12-30
JPWO2021260945A1 (https=) 2021-12-30
EP4174734A4 (en) 2023-06-14
US20230117689A1 (en) 2023-04-20
EP4174734A1 (en) 2023-05-03

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