CN100354897C - 分类方法和设备 - Google Patents

分类方法和设备 Download PDF

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Publication number
CN100354897C
CN100354897C CNB998159891A CN99815989A CN100354897C CN 100354897 C CN100354897 C CN 100354897C CN B998159891 A CNB998159891 A CN B998159891A CN 99815989 A CN99815989 A CN 99815989A CN 100354897 C CN100354897 C CN 100354897C
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CN
China
Prior art keywords
space
function
sigma
mapping
feature vector
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Expired - Fee Related
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CNB998159891A
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English (en)
Chinese (zh)
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CN1334944A (zh
Inventor
G·鲍达特
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Mars Inc
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Mars Inc
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Publication of CN1334944A publication Critical patent/CN1334944A/zh
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Publication of CN100354897C publication Critical patent/CN100354897C/zh
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    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D5/00—Testing specially adapted to determine the identity or genuineness of coins, e.g. for segregating coins which are unacceptable or alien to a currency
    • 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
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
    • G07D7/06—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency using wave or particle radiation
    • G07D7/12—Visible light, infrared or ultraviolet radiation
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
    • G07D7/20—Testing patterns thereon

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  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Toxicology (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Artificial Intelligence (AREA)
  • Testing Of Coins (AREA)
  • Inspection Of Paper Currency And Valuable Securities (AREA)
  • Image Analysis (AREA)
  • Complex Calculations (AREA)
CNB998159891A 1998-12-02 1999-12-01 分类方法和设备 Expired - Fee Related CN100354897C (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
GB9826494A GB2344446A (en) 1998-12-02 1998-12-02 Classifying currency items
GB9826494.8 1998-12-02

Related Child Applications (1)

Application Number Title Priority Date Filing Date
CN200710181187XA Division CN101154301B (zh) 1998-12-02 1999-12-01 分类方法和设备

Publications (2)

Publication Number Publication Date
CN1334944A CN1334944A (zh) 2002-02-06
CN100354897C true CN100354897C (zh) 2007-12-12

Family

ID=10843520

Family Applications (2)

Application Number Title Priority Date Filing Date
CNB998159891A Expired - Fee Related CN100354897C (zh) 1998-12-02 1999-12-01 分类方法和设备
CN200710181187XA Expired - Fee Related CN101154301B (zh) 1998-12-02 1999-12-01 分类方法和设备

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN200710181187XA Expired - Fee Related CN101154301B (zh) 1998-12-02 1999-12-01 分类方法和设备

Country Status (9)

Country Link
US (2) US6588571B1 (enExample)
EP (2) EP1138026B1 (enExample)
JP (1) JP4723724B2 (enExample)
CN (2) CN100354897C (enExample)
AU (1) AU1580100A (enExample)
DE (1) DE69925155T2 (enExample)
ES (1) ES2241342T4 (enExample)
GB (1) GB2344446A (enExample)
WO (1) WO2000033262A1 (enExample)

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1222625B1 (de) * 1999-05-24 2006-04-05 IPCentury AG Neuronales netz zum computergestützten wissensmanagement
AUPQ136299A0 (en) * 1999-07-02 1999-07-22 Microsystem Controls Pty Ltd Coin validation
DE10045360A1 (de) * 2000-09-14 2002-03-28 Giesecke & Devrient Gmbh Verfahren zur Klassifizierung von Dokumenten
EP1217589B1 (en) 2000-12-15 2007-02-21 MEI, Inc. Currency validator
ES2331066T3 (es) 2002-06-19 2009-12-21 Mei, Inc. Dispositivo de validacion de moneda.
EP1434177B1 (en) * 2002-12-27 2008-09-10 MEI, Inc. Banknote validator
EP1434176A1 (en) 2002-12-27 2004-06-30 Mars, Incorporated Banknote validator
KR101333278B1 (ko) * 2004-03-09 2013-12-02 카운슬 오브 사이언티픽 앤드 인더스트리얼 리서치 시각적인 반사 스펙트럼 반응을 이용한 향상된 위조 화폐 검출기
DE102004024620A1 (de) * 2004-05-18 2005-12-08 Giesecke & Devrient Gmbh Vorrichtung und Verfahren zur Prüfung von Banknoten
JP4536445B2 (ja) * 2004-07-26 2010-09-01 三菱電機株式会社 データ類別装置
US7360686B2 (en) * 2005-05-11 2008-04-22 Jp Morgan Chase Bank Method and system for discovering significant subsets in collection of documents
JP2009545049A (ja) * 2006-07-28 2009-12-17 エムイーアイ インコーポレーテッド サポート・ベクタ・マシンおよび変数選択を使用する分類
ES2619728T3 (es) * 2008-10-03 2017-06-26 Crane Payment Innovations, Inc. Discriminación y evaluación de monedas
US8423596B2 (en) * 2009-02-05 2013-04-16 Sean Gifford Methods of multivariate data cluster separation and visualization
DE102009058438A1 (de) * 2009-12-16 2011-06-22 Giesecke & Devrient GmbH, 81677 Verfahren zur Prüfung von Wertdokumenten
DE102009058439A1 (de) * 2009-12-16 2011-06-22 Giesecke & Devrient GmbH, 81677 Verfahren zur Prüfung von Wertdokumenten
RU2438182C1 (ru) * 2010-04-08 2011-12-27 Общество С Ограниченной Ответственностью "Конструкторское Бюро "Дорс" (Ооо "Кб "Дорс") Способ обработки банкнот (варианты)
RU2421818C1 (ru) * 2010-04-08 2011-06-20 Общество С Ограниченной Ответственностью "Конструкторское Бюро "Дорс" (Ооо "Кб "Дорс") Способ классификации банкнот (варианты)
TWI423175B (zh) * 2010-09-01 2014-01-11 Univ Nat Sun Yat Sen 基於多核心支援向量機之偽鈔辨識方法
KR101232683B1 (ko) 2011-01-21 2013-02-13 노틸러스효성 주식회사 베이시안 접근법을 이용한 권종 인식 방법
WO2012099435A2 (ko) * 2011-01-21 2012-07-26 노틸러스효성 주식회사 베이시안 접근법을 이용한 지폐 감별 방법
KR101232684B1 (ko) 2011-01-21 2013-02-13 노틸러스효성 주식회사 베이시안 접근법을 이용한 지폐 진위 감별 방법
JP5933292B2 (ja) 2012-02-27 2016-06-08 グローリー株式会社 紙幣処理装置
US9036890B2 (en) 2012-06-05 2015-05-19 Outerwall Inc. Optical coin discrimination systems and methods for use with consumer-operated kiosks and the like
US8739955B1 (en) * 2013-03-11 2014-06-03 Outerwall Inc. Discriminant verification systems and methods for use in coin discrimination
GB2514156A (en) * 2013-05-15 2014-11-19 Crane Payment Solutions Ltd Money item dispensing
US9443367B2 (en) 2014-01-17 2016-09-13 Outerwall Inc. Digital image coin discrimination for use with consumer-operated kiosks and the like

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP0367921A2 (de) * 1988-11-07 1990-05-16 Ascom Autelca Ag Einrichtung zur Prüfung von Münzen
US5522491A (en) * 1992-03-10 1996-06-04 Mars Incorporated Method for the classification of a pattern, for example on a banknote or a coin
CN1153363A (zh) * 1995-04-25 1997-07-02 三洋电机株式会社 货币识别装置

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5665291A (en) * 1979-10-31 1981-06-02 Tokyo Shibaura Electric Co Discriminator for printed matter
JPH0481988A (ja) * 1990-07-24 1992-03-16 Sharp Corp クラスタリング方式
JP3741777B2 (ja) * 1996-04-15 2006-02-01 グローリー工業株式会社 紙葉類の識別方法
US6058205A (en) * 1997-01-09 2000-05-02 International Business Machines Corporation System and method for partitioning the feature space of a classifier in a pattern classification system
US6134344A (en) 1997-06-26 2000-10-17 Lucent Technologies Inc. Method and apparatus for improving the efficiency of support vector machines
US6226408B1 (en) * 1999-01-29 2001-05-01 Hnc Software, Inc. Unsupervised identification of nonlinear data cluster in multidimensional data
EP1217589B1 (en) * 2000-12-15 2007-02-21 MEI, Inc. Currency validator

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP0367921A2 (de) * 1988-11-07 1990-05-16 Ascom Autelca Ag Einrichtung zur Prüfung von Münzen
US5522491A (en) * 1992-03-10 1996-06-04 Mars Incorporated Method for the classification of a pattern, for example on a banknote or a coin
CN1153363A (zh) * 1995-04-25 1997-07-02 三洋电机株式会社 货币识别装置

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
MACHINE LIARNING PROCEEDINGS OF THE INTERNATIONAL CONFERENCE 1996.07.03 *
Simplified support vector decision rules.BURGES C J C.MACHINE LEARNING PROCEEDINGS OF THE INTERNATIONAL CONFERENCE.1996 *

Also Published As

Publication number Publication date
ES2241342T4 (es) 2006-05-16
CN1334944A (zh) 2002-02-06
US6588571B1 (en) 2003-07-08
DE69925155T2 (de) 2006-01-12
US7073652B2 (en) 2006-07-11
CN101154301A (zh) 2008-04-02
AU1580100A (en) 2000-06-19
EP1138026B1 (en) 2005-05-04
WO2000033262A1 (en) 2000-06-08
EP1522970A1 (en) 2005-04-13
ES2241342T3 (es) 2005-10-16
JP2002531906A (ja) 2002-09-24
DE69925155D1 (de) 2005-06-09
GB2344446A (en) 2000-06-07
GB9826494D0 (en) 1999-01-27
EP1138026A1 (en) 2001-10-04
US20030192765A1 (en) 2003-10-16
CN101154301B (zh) 2012-06-20
JP4723724B2 (ja) 2011-07-13

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Legal Events

Date Code Title Description
C06 Publication
C10 Entry into substantive examination
PB01 Publication
SE01 Entry into force of request for substantive examination
ASS Succession or assignment of patent right

Owner name: MEI CO.,LTD.

Free format text: FORMER OWNER: MARS INC.

Effective date: 20060825

C41 Transfer of patent application or patent right or utility model
TA01 Transfer of patent application right

Effective date of registration: 20060825

Address after: American Pennsylvania

Applicant after: MARS Inc.

Address before: Virginia

Applicant before: MARS, Inc.

C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20071212

Termination date: 20141201

EXPY Termination of patent right or utility model