ATE546792T1 - Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahl - Google Patents

Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahl

Info

Publication number
ATE546792T1
ATE546792T1 AT06795394T AT06795394T ATE546792T1 AT E546792 T1 ATE546792 T1 AT E546792T1 AT 06795394 T AT06795394 T AT 06795394T AT 06795394 T AT06795394 T AT 06795394T AT E546792 T1 ATE546792 T1 AT E546792T1
Authority
AT
Austria
Prior art keywords
classification
support vector
vector machines
variable selection
classifier
Prior art date
Application number
AT06795394T
Other languages
English (en)
Inventor
Fatiha Anouar
Gaston Baudat
Original Assignee
Mei Inc
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 Mei Inc filed Critical Mei Inc
Application granted granted Critical
Publication of ATE546792T1 publication Critical patent/ATE546792T1/de

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • 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
    • G06F18/211—Selection of the most significant subset of features
    • G06F18/2115—Selection of the most significant subset of features by evaluating different subsets according to an optimisation criterion, e.g. class separability, forward selection or backward elimination
    • 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
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2132—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on discrimination criteria, e.g. discriminant analysis

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Medical Informatics (AREA)
  • Inspection Of Paper Currency And Valuable Securities (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Image Analysis (AREA)
AT06795394T 2006-07-28 2006-07-28 Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahl ATE546792T1 (de)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/IB2006/002398 WO2008015489A1 (en) 2006-07-28 2006-07-28 Classification using support vector machines and variables selection

Publications (1)

Publication Number Publication Date
ATE546792T1 true ATE546792T1 (de) 2012-03-15

Family

ID=37779272

Family Applications (1)

Application Number Title Priority Date Filing Date
AT06795394T ATE546792T1 (de) 2006-07-28 2006-07-28 Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahl

Country Status (7)

Country Link
US (1) US8706669B2 (de)
EP (1) EP2054844B1 (de)
JP (1) JP2009545049A (de)
AT (1) ATE546792T1 (de)
AU (1) AU2006346894B2 (de)
ES (1) ES2381860T3 (de)
WO (1) WO2008015489A1 (de)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
ES2403458T3 (es) 2008-07-29 2013-05-20 Mei, Inc. Discriminación de efectivo
AT509022B1 (de) * 2009-08-14 2012-09-15 Ait Austrian Inst Technology Verfahren zur qualitätsprüfung eines digitalbilds
US20110246262A1 (en) * 2010-04-02 2011-10-06 QMedtrix Systems, Inc. Method of classifying a bill
WO2013113763A1 (en) 2012-02-03 2013-08-08 Mei, Inc. Apparatus and method for characterizing items of currency
CN103679263B (zh) * 2012-08-30 2017-03-29 重庆邮电大学 基于粒子群支持向量机的雷电临近预测方法
US20160005045A1 (en) * 2013-02-25 2016-01-07 Mei, Inc. System to accept an item of value
CN105372202B (zh) * 2015-10-27 2019-01-29 九江学院 转基因棉花品种识别方法
CN106204893A (zh) * 2016-08-10 2016-12-07 恒银金融科技股份有限公司 一种基于支持向量机的纸币检测方法
CN107909011B (zh) * 2017-10-30 2021-08-24 Oppo广东移动通信有限公司 人脸识别方法及相关产品
CN108320374B (zh) * 2018-02-08 2019-12-03 中南大学 一种基于图像指纹的多国纸币冠字号字符识别方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CH684222A5 (de) * 1992-03-10 1994-07-29 Mars Inc Einrichtung zur Klassifizierung eines Musters, insbesondere von einer Banknote oder von einer Münze.
US7232024B2 (en) * 1996-05-29 2007-06-19 Cunnins-Allison Corp. Currency processing device
GB2341711B (en) 1996-06-28 2001-06-06 Coinstar Inc Positive drive coin discrimination apparatus and method
GB2344446A (en) * 1998-12-02 2000-06-07 Mars Inc Classifying currency items
US6662170B1 (en) * 2000-08-22 2003-12-09 International Business Machines Corporation System and method for boosting support vector machines
ES2280179T3 (es) 2000-12-15 2007-09-16 Mei, Inc. Dispositivo para la validacion de dinero.
DE60329596D1 (de) 2002-06-19 2009-11-19 Mei Inc Währungsvalidierer
EP1376484A1 (de) * 2002-06-25 2004-01-02 Mars Incorporated Verfahren und Vorrichtung zur Signalverarbeitung in der Geldprüfung
EP1817693A1 (de) * 2004-09-29 2007-08-15 Panscient Pty Ltd. Maschinenlernsystem
US20070140551A1 (en) * 2005-12-16 2007-06-21 Chao He Banknote validation
EP1868166A3 (de) * 2006-05-31 2007-12-26 MEI, Inc. Verfahren und Vorrichtung zur Validierung von Banknoten

Also Published As

Publication number Publication date
AU2006346894B2 (en) 2012-01-19
EP2054844A1 (de) 2009-05-06
ES2381860T3 (es) 2012-06-01
US8706669B2 (en) 2014-04-22
US20090307167A1 (en) 2009-12-10
AU2006346894A1 (en) 2008-02-07
JP2009545049A (ja) 2009-12-17
WO2008015489A1 (en) 2008-02-07
EP2054844B1 (de) 2012-02-22

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