TWI796286B - 一種機器學習系統的訓練方法和訓練系統 - Google Patents
一種機器學習系統的訓練方法和訓練系統 Download PDFInfo
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- TWI796286B TWI796286B TW106104294A TW106104294A TWI796286B TW I796286 B TWI796286 B TW I796286B TW 106104294 A TW106104294 A TW 106104294A TW 106104294 A TW106104294 A TW 106104294A TW I796286 B TWI796286 B TW I796286B
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- G—PHYSICS
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- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
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- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
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- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
- G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
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- G06N3/0495—Quantised networks; Sparse networks; Compressed networks
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- G06—COMPUTING OR CALCULATING; COUNTING
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Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| 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 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TW201737115A TW201737115A (zh) | 2017-10-16 |
| TWI796286B true TWI796286B (zh) | 2023-03-21 |
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ID=59720591
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW106104294A TWI796286B (zh) | 2016-02-29 | 2017-02-09 | 一種機器學習系統的訓練方法和訓練系統 |
Country Status (5)
| Country | Link |
|---|---|
| US (2) | US11720787B2 (enExample) |
| JP (1) | JP6991983B2 (enExample) |
| CN (1) | CN107133190A (enExample) |
| TW (1) | TWI796286B (enExample) |
| WO (1) | WO2017148266A1 (enExample) |
Families Citing this family (11)
| 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 (5)
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| US20090092313A1 (en) * | 2007-10-04 | 2009-04-09 | Negi Daisuke | Information processing apparatus and method, program, and recording medium |
| 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 |
| US20120041574A1 (en) * | 2000-03-10 | 2012-02-16 | Smiths Detection, Inc. | Temporary expanding integrated monitoring network |
| CN103136361A (zh) * | 2013-03-07 | 2013-06-05 | 陈一飞 | 一种生物文本中蛋白质相互关系的半监督抽取方法 |
| US20140079297A1 (en) * | 2012-09-17 | 2014-03-20 | Saied Tadayon | Application of Z-Webs and Z-factors to Analytics, Search Engine, Learning, Recognition, Natural Language, and Other Utilities |
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20100005043A1 (en) | 2006-12-11 | 2010-01-07 | Yoshiko Yamashita | Active learning system, active learning method and program for active learning |
| 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 |
| 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 |
| JP5942651B2 (ja) * | 2012-07-10 | 2016-06-29 | 沖電気工業株式会社 | 入力装置 |
| 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 |
| 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 |
-
2016
- 2016-02-29 CN CN201610113716.1A patent/CN107133190A/zh active Pending
-
2017
- 2017-02-09 TW TW106104294A patent/TWI796286B/zh active
- 2017-02-16 WO PCT/CN2017/073719 patent/WO2017148266A1/zh not_active Ceased
- 2017-02-16 JP JP2018544075A patent/JP6991983B2/ja active Active
-
2018
- 2018-08-27 US US16/114,078 patent/US11720787B2/en active Active
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2023
- 2023-06-27 US US18/342,204 patent/US12026618B2/en active Active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20120041574A1 (en) * | 2000-03-10 | 2012-02-16 | Smiths Detection, Inc. | Temporary expanding integrated monitoring network |
| US20090092313A1 (en) * | 2007-10-04 | 2009-04-09 | Negi Daisuke | Information processing apparatus and method, program, and recording medium |
| 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 |
| US20140079297A1 (en) * | 2012-09-17 | 2014-03-20 | Saied Tadayon | Application of Z-Webs and Z-factors to Analytics, Search Engine, Learning, Recognition, Natural Language, and Other Utilities |
| CN103136361A (zh) * | 2013-03-07 | 2013-06-05 | 陈一飞 | 一种生物文本中蛋白质相互关系的半监督抽取方法 |
Also Published As
| Publication number | Publication date |
|---|---|
| JP2019512126A (ja) | 2019-05-09 |
| WO2017148266A1 (zh) | 2017-09-08 |
| US12026618B2 (en) | 2024-07-02 |
| JP6991983B2 (ja) | 2022-01-14 |
| CN107133190A (zh) | 2017-09-05 |
| US20180365523A1 (en) | 2018-12-20 |
| US11720787B2 (en) | 2023-08-08 |
| TW201737115A (zh) | 2017-10-16 |
| US20230342607A1 (en) | 2023-10-26 |
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