ATE546792T1 - Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahl - Google Patents
Klassifikation unter verwendung von unterstützungsvektormaschinen und variablenauswahlInfo
- 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
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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
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)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8474592B2 (en) | 2008-07-29 | 2013-07-02 | Mei, Inc. | Currency discrimination |
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 |
WO2014130642A2 (en) * | 2013-02-25 | 2014-08-28 | 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)
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 |
AU3878997A (en) | 1996-06-28 | 1998-01-21 | Coinstar, Inc. | 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. |
CN1675657B (zh) | 2002-06-19 | 2010-06-16 | Mei公司 | 货币验证器 |
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 |
-
2006
- 2006-07-28 US US12/375,158 patent/US8706669B2/en not_active Expired - Fee Related
- 2006-07-28 AU AU2006346894A patent/AU2006346894B2/en not_active Ceased
- 2006-07-28 WO PCT/IB2006/002398 patent/WO2008015489A1/en active Application Filing
- 2006-07-28 EP EP06795394A patent/EP2054844B1/de not_active Not-in-force
- 2006-07-28 ES ES06795394T patent/ES2381860T3/es active Active
- 2006-07-28 AT AT06795394T patent/ATE546792T1/de active
- 2006-07-28 JP JP2009521356A patent/JP2009545049A/ja active Pending
Also Published As
Publication number | Publication date |
---|---|
US8706669B2 (en) | 2014-04-22 |
EP2054844A1 (de) | 2009-05-06 |
AU2006346894B2 (en) | 2012-01-19 |
ES2381860T3 (es) | 2012-06-01 |
WO2008015489A1 (en) | 2008-02-07 |
EP2054844B1 (de) | 2012-02-22 |
US20090307167A1 (en) | 2009-12-10 |
JP2009545049A (ja) | 2009-12-17 |
AU2006346894A1 (en) | 2008-02-07 |
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