JP6991983B2 - 機械学習システムをトレーニングする方法及びシステム - Google Patents

機械学習システムをトレーニングする方法及びシステム Download PDF

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JP6991983B2
JP6991983B2 JP2018544075A JP2018544075A JP6991983B2 JP 6991983 B2 JP6991983 B2 JP 6991983B2 JP 2018544075 A JP2018544075 A JP 2018544075A JP 2018544075 A JP2018544075 A JP 2018544075A JP 6991983 B2 JP6991983 B2 JP 6991983B2
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チョウ，ジュン
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アリババ グループ ホウルディング リミテッド
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JP2018544075A 2016-02-29 2017-02-16 機械学習システムをトレーニングする方法及びシステム Active JP6991983B2 (ja)

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CN201610113716.1A CN107133190A (zh) 2016-02-29 2016-02-29 一种机器学习系统的训练方法和训练系统
CN201610113716.1 2016-02-29
PCT/CN2017/073719 WO2017148266A1 (zh) 2016-02-29 2017-02-16 一种机器学习系统的训练方法和训练系统

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JP2019512126A5 JP2019512126A5 (enExample) 2020-03-26
JP6991983B2 true JP6991983B2 (ja) 2022-01-14

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US (2) US11720787B2 (enExample)
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Families Citing this family (11)

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Publication number Priority date Publication date Assignee Title
CN107133190A (zh) 2016-02-29 2017-09-05 阿里巴巴集团控股有限公司 一种机器学习系统的训练方法和训练系统
JP2019086928A (ja) * 2017-11-06 2019-06-06 ファナック株式会社 制御装置及び機械学習装置
TWI651664B (zh) * 2017-11-15 2019-02-21 財團法人資訊工業策進會 模型生成伺服器及其模型生成方法
CN109325118B (zh) * 2018-09-03 2023-06-27 平安科技（深圳）有限公司 不平衡样本数据预处理方法、装置和计算机设备
US11379760B2 (en) 2019-02-14 2022-07-05 Yang Chang Similarity based learning machine and methods of similarity based machine learning
EP3909203B1 (en) 2019-02-27 2023-07-26 Huawei Technologies Co., Ltd. Artificial intelligent enhanced data sampling
CN111985651A (zh) * 2019-05-22 2020-11-24 中国移动通信集团福建有限公司 业务系统运维方法和装置
CN113010500B (zh) * 2019-12-18 2024-06-14 天翼云科技有限公司 用于dpi数据的处理方法和处理系统
US11651228B2 (en) * 2020-04-17 2023-05-16 Microsoft Technology Licensing, Llc Dual-momentum gradient optimization with reduced memory requirements
CN114092632B (zh) 2020-08-06 2025-07-11 财团法人工业技术研究院 标注方法、应用其的装置、系统、方法及计算机程序产品
CN114357069B (zh) * 2021-12-23 2024-05-28 微梦创科网络科技（中国）有限公司 一种基于分布式存储的大数据采样方法及系统

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2008072459A1 (ja) 2006-12-11 2008-06-19 Nec Corporation 能動学習システム、能動学習方法、及び能動学習用プログラム
JP2009093250A (ja) 2007-10-04 2009-04-30 Sony Corp 情報処理装置および方法、プログラム、並びに記録媒体
JP2014016895A (ja) 2012-07-10 2014-01-30 Canon Inc 情報抽出装置、情報抽出方法及びプログラム

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2001069329A2 (en) * 2000-03-10 2001-09-20 Cyrano Sciences, Inc. Control for an industrial process using one or more multidimensional variables
US8315817B2 (en) * 2007-01-26 2012-11-20 Illumina, Inc. Independently removable nucleic acid sequencing system and method
US8706742B1 (en) * 2009-04-22 2014-04-22 Equivio Ltd. System for enhancing expert-based computerized analysis of a set of digital documents and methods useful in conjunction therewith
CN102156907A (zh) * 2010-02-11 2011-08-17 中国科学院计算技术研究所 面向qa系统的质检方法
CN101968851B (zh) * 2010-09-09 2012-08-08 西安电子科技大学 基于字典学习上采样的医学影像处理方法
US9093120B2 (en) * 2011-02-10 2015-07-28 Yahoo! Inc. Audio fingerprint extraction by scaling in time and resampling
US8873813B2 (en) * 2012-09-17 2014-10-28 Z Advanced Computing, Inc. Application of Z-webs and Z-factors to analytics, search engine, learning, recognition, natural language, and other utilities
JP5942651B2 (ja) * 2012-07-10 2016-06-29 沖電気工業株式会社 入力装置
US9160760B2 (en) * 2014-01-06 2015-10-13 Cisco Technology, Inc. Anomaly detection in a computer network
CN104166668B (zh) * 2014-06-09 2018-02-23 南京邮电大学 基于folfm模型的新闻推荐系统及方法
US10572679B2 (en) * 2015-01-29 2020-02-25 Affectomatics Ltd. Privacy-guided disclosure of crowd-based scores computed based on measurements of affective response
US10311375B2 (en) * 2014-10-16 2019-06-04 Nanyang Technological University Systems and methods for classifying electrical signals
CN107133190A (zh) 2016-02-29 2017-09-05 阿里巴巴集团控股有限公司 一种机器学习系统的训练方法和训练系统

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2008072459A1 (ja) 2006-12-11 2008-06-19 Nec Corporation 能動学習システム、能動学習方法、及び能動学習用プログラム
US20100005043A1 (en) 2006-12-11 2010-01-07 Yoshiko Yamashita Active learning system, active learning method and program for active learning
JP2009093250A (ja) 2007-10-04 2009-04-30 Sony Corp 情報処理装置および方法、プログラム、並びに記録媒体
JP2014016895A (ja) 2012-07-10 2014-01-30 Canon Inc 情報抽出装置、情報抽出方法及びプログラム

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JP2019512126A (ja) 2019-05-09
WO2017148266A1 (zh) 2017-09-08
US12026618B2 (en) 2024-07-02
CN107133190A (zh) 2017-09-05
US20180365523A1 (en) 2018-12-20
US11720787B2 (en) 2023-08-08
TW201737115A (zh) 2017-10-16
TWI796286B (zh) 2023-03-21
US20230342607A1 (en) 2023-10-26

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