CN1197025C - 使用多个支持向量机从多个数据组中提升知识发现的方法 - Google Patents

使用多个支持向量机从多个数据组中提升知识发现的方法 Download PDF

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CN1197025C
CN1197025C CNB008080623A CN00808062A CN1197025C CN 1197025 C CN1197025 C CN 1197025C CN B008080623 A CNB008080623 A CN B008080623A CN 00808062 A CN00808062 A CN 00808062A CN 1197025 C CN1197025 C CN 1197025C
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support vector
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CN1358288A (zh
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斯蒂芬·D·巴恩希尔
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BARNHILL TECHNOLOGIES LLC
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2411Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on the proximity to a decision surface, e.g. support vector machines
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]

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CNB008080623A 1999-05-25 2000-05-24 使用多个支持向量机从多个数据组中提升知识发现的方法 Expired - Fee Related CN1197025C (zh)

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US13571599P 1999-05-25 1999-05-25
US60/135,715 1999-05-25

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CN1197025C true CN1197025C (zh) 2005-04-13

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EP (1) EP1192595B8 (enExample)
JP (1) JP2003500766A (enExample)
KR (1) KR100724104B1 (enExample)
CN (1) CN1197025C (enExample)
AT (1) ATE311635T1 (enExample)
AU (1) AU780050B2 (enExample)
CA (1) CA2371240C (enExample)
DE (1) DE60024452T2 (enExample)
EA (1) EA200101238A1 (enExample)
ES (1) ES2254182T3 (enExample)
IL (2) IL146705A0 (enExample)
NO (1) NO319838B1 (enExample)
NZ (1) NZ515707A (enExample)
WO (1) WO2000072257A2 (enExample)

Families Citing this family (28)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7353215B2 (en) * 2001-05-07 2008-04-01 Health Discovery Corporation Kernels and methods for selecting kernels for use in learning machines
EP1356421B1 (en) * 2001-01-23 2009-12-02 Health Discovery Corporation Computer-aided image analysis
AUPR464601A0 (en) * 2001-04-30 2001-05-24 Commonwealth Of Australia, The Shapes vector
KR100483602B1 (ko) * 2001-10-12 2005-04-15 (주)이캐빈 이메일 모니터링 방법 및 시스템
ITBO20010763A1 (it) 2001-12-14 2003-06-16 Renato Campanini Metodo , e relativa apparecchiatura , per la ricerca automatica di zone di interesse in immagini digitali di tessuto biologico
JP4034602B2 (ja) * 2002-06-17 2008-01-16 富士通株式会社 データ分類装置、データ分類装置の能動学習方法及び能動学習プログラム
CN1327376C (zh) * 2004-04-08 2007-07-18 上海交通大学 基于支持向量机的软测量仪表建模方法
CN100353355C (zh) * 2004-08-12 2007-12-05 上海交通大学 减少支持向量与训练时间的交叉合并方法
WO2006066352A1 (en) * 2004-12-24 2006-06-29 The University Of Queensland Method for generating multiple orthogonal support vector machines
US7197487B2 (en) * 2005-03-16 2007-03-27 Lg Chem, Ltd. Apparatus and method for estimating battery state of charge
JP4662909B2 (ja) * 2006-11-16 2011-03-30 日本電信電話株式会社 特徴評価方法及び装置及びプログラム
JP4446035B2 (ja) * 2007-11-02 2010-04-07 国立大学法人山口大学 健全性劣化評価システム
AU2009212193B2 (en) * 2008-02-08 2015-08-27 Health Discovery Corporation Method and system for analysis of flow cytometry data using support vector machines
CN101252224B (zh) * 2008-04-08 2012-02-08 西安电子科技大学 平板裂缝天线缝制造精度对电性能影响的预测方法
WO2012091093A1 (ja) * 2010-12-28 2012-07-05 参天製薬株式会社 緑内障診断チップと変形プロテオミクスクラスター解析による緑内障統合的判定方法
CN102509116A (zh) * 2011-11-23 2012-06-20 西北工业大学 一种支持向量机和粗糙集的故障诊断知识获取方法
US20210391083A1 (en) * 2012-08-16 2021-12-16 Ginger.io, Inc. Method for providing health therapeutic interventions to a user
US20140358830A1 (en) 2013-05-30 2014-12-04 Synopsys, Inc. Lithographic hotspot detection using multiple machine learning kernels
JP6208552B2 (ja) * 2013-11-14 2017-10-04 株式会社デンソーアイティーラボラトリ 識別器、識別プログラム、及び識別方法
JP6908977B2 (ja) * 2016-07-22 2021-07-28 株式会社トプコン 医療情報処理システム、医療情報処理装置及び医療情報処理方法
CN109690578B (zh) 2016-10-05 2024-01-02 英特尔公司 自主机器的通用输入/输出数据捕获和神经高速缓存系统
CN113469213A (zh) * 2017-04-28 2021-10-01 成都天钥科技有限公司 对象识别方法及装置、终端、处理器、存储介质
CN107316054A (zh) * 2017-05-26 2017-11-03 昆山遥矽微电子科技有限公司 基于卷积神经网络和支持向量机的非标准字符识别方法
CN109936525B (zh) 2017-12-15 2020-07-31 阿里巴巴集团控股有限公司 一种基于图结构模型的异常账号防控方法、装置以及设备
CN108198268B (zh) * 2017-12-19 2020-10-16 江苏极熵物联科技有限公司 一种生产设备数据标定方法
CN110031793B (zh) * 2019-04-09 2023-06-02 中国电子科技集团公司第三十六研究所 一种干涉仪测向方法、装置和系统
US11720818B2 (en) 2019-09-11 2023-08-08 Samsung Display Co., Ltd. System and method to improve accuracy of regression models trained with imbalanced data
US11334795B2 (en) 2020-03-14 2022-05-17 DataRobot, Inc. Automated and adaptive design and training of neural networks

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5138694A (en) * 1991-06-28 1992-08-11 United Technologies Corporation Parallel processing qualitative reasoning system
JPH05101028A (ja) * 1991-10-04 1993-04-23 Nippon Telegr & Teleph Corp <Ntt> 複数特徴量の統合判定方法
US5649068A (en) * 1993-07-27 1997-07-15 Lucent Technologies Inc. Pattern recognition system using support vectors
JPH07253961A (ja) * 1994-01-26 1995-10-03 Meidensha Corp ニューラルネットワークにおける連続値処理方法
JPH10247243A (ja) * 1997-03-04 1998-09-14 Mitsubishi Heavy Ind Ltd 識別装置
US6134344A (en) * 1997-06-26 2000-10-17 Lucent Technologies Inc. Method and apparatus for improving the efficiency of support vector machines

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NZ515707A (en) 2003-06-30
EA200101238A1 (ru) 2002-10-31
KR100724104B1 (ko) 2007-06-04
NO319838B1 (no) 2005-09-19
WO2000072257A2 (en) 2000-11-30
EP1192595B8 (en) 2006-02-01
AU780050B2 (en) 2005-02-24
ATE311635T1 (de) 2005-12-15
AU5161200A (en) 2000-12-12
DE60024452D1 (de) 2006-01-05
IL146705A0 (en) 2002-07-25
CA2371240A1 (en) 2000-11-30
EP1192595B1 (en) 2005-11-30
WO2000072257A3 (en) 2002-01-03
KR20020030744A (ko) 2002-04-25
EP1192595A2 (en) 2002-04-03
CA2371240C (en) 2011-08-09
JP2003500766A (ja) 2003-01-07
ES2254182T3 (es) 2006-06-16
DE60024452T2 (de) 2006-08-03
IL146705A (en) 2006-10-31
NO20015723L (no) 2002-01-23
CN1358288A (zh) 2002-07-10
NO20015723D0 (no) 2001-11-23

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