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WO2006111963A3 - Generic classification system - Google Patents

Generic classification system Download PDF

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Publication number
WO2006111963A3
WO2006111963A3 PCT/IL2006/000470 IL2006000470W WO2006111963A3 WO 2006111963 A3 WO2006111963 A3 WO 2006111963A3 IL 2006000470 W IL2006000470 W IL 2006000470W WO 2006111963 A3 WO2006111963 A3 WO 2006111963A3
Authority
WO
WIPO (PCT)
Prior art keywords
training
classification
classification system
vectors
generic
Prior art date
Application number
PCT/IL2006/000470
Other languages
French (fr)
Other versions
WO2006111963A2 (en
Inventor
Ron Zohar
Ari Lulav
David Reinitz
Original Assignee
Rafael Armament Dev Authority
Ron Zohar
Ari Lulav
David Reinitz
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 Rafael Armament Dev Authority, Ron Zohar, Ari Lulav, David Reinitz filed Critical Rafael Armament Dev Authority
Priority to EP06728271A priority Critical patent/EP1872189A4/en
Priority to US11/911,722 priority patent/US20100049674A1/en
Publication of WO2006111963A2 publication Critical patent/WO2006111963A2/en
Publication of WO2006111963A3 publication Critical patent/WO2006111963A3/en

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q90/00Systems or methods specially adapted for administrative, commercial, financial, managerial or supervisory purposes, not involving significant data processing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Mathematical Physics (AREA)
  • Economics (AREA)
  • General Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • General Business, Economics & Management (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Image Analysis (AREA)

Abstract

A classification system including a training device and one or more classification device for classifying one or more vectors other than training vectors. The training device is for selecting which training classification algorithms best classifies a set of training vectors, and for finding a set of values, of parameters of a generic classification algorithm, that enable the generic classification algorithm to substantially emulate the selected training classification algorithm.
PCT/IL2006/000470 2005-04-17 2006-04-11 Generic classification system WO2006111963A2 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
EP06728271A EP1872189A4 (en) 2005-04-17 2006-04-11 Generic classification system
US11/911,722 US20100049674A1 (en) 2005-04-17 2006-04-11 Generic classification system

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
IL168091A IL168091A (en) 2005-04-17 2005-04-17 Generic classification system
IL168091 2005-04-17

Publications (2)

Publication Number Publication Date
WO2006111963A2 WO2006111963A2 (en) 2006-10-26
WO2006111963A3 true WO2006111963A3 (en) 2007-05-31

Family

ID=37115560

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/IL2006/000470 WO2006111963A2 (en) 2005-04-17 2006-04-11 Generic classification system

Country Status (4)

Country Link
US (1) US20100049674A1 (en)
EP (1) EP1872189A4 (en)
IL (1) IL168091A (en)
WO (1) WO2006111963A2 (en)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7088872B1 (en) * 2002-02-14 2006-08-08 Cogent Systems, Inc. Method and apparatus for two dimensional image processing
US8131477B2 (en) * 2005-11-16 2012-03-06 3M Cogent, Inc. Method and device for image-based biological data quantification
US8275179B2 (en) * 2007-05-01 2012-09-25 3M Cogent, Inc. Apparatus for capturing a high quality image of a moist finger
US8411916B2 (en) * 2007-06-11 2013-04-02 3M Cogent, Inc. Bio-reader device with ticket identification
US20100014755A1 (en) * 2008-07-21 2010-01-21 Charles Lee Wilson System and method for grid-based image segmentation and matching
US10679749B2 (en) 2008-08-22 2020-06-09 International Business Machines Corporation System and method for virtual world biometric analytics through the use of a multimodal biometric analytic wallet
BR112013022433A2 (en) * 2011-03-18 2016-12-06 Fujitsu Frontech Ltd verification apparatus, verification program, and verification method
CN108737379A (en) * 2018-04-19 2018-11-02 河海大学 A kind of big data transmission process algorithm
CN109145554A (en) * 2018-07-12 2019-01-04 温州大学苍南研究院 A kind of recognition methods of keystroke characteristic abnormal user and system based on support vector machines

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030229630A1 (en) * 2002-06-11 2003-12-11 The Regents Of The University Of California Creating ensembles of decision trees through sampling

Family Cites Families (7)

* Cited by examiner, † Cited by third party
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US5142593A (en) * 1986-06-16 1992-08-25 Kabushiki Kaisha Toshiba Apparatus and method for classifying feature data at a high speed
US6678548B1 (en) * 2000-10-20 2004-01-13 The Trustees Of The University Of Pennsylvania Unified probabilistic framework for predicting and detecting seizure onsets in the brain and multitherapeutic device
US20020159641A1 (en) * 2001-03-14 2002-10-31 Whitney Paul D. Directed dynamic data analysis
US6879709B2 (en) * 2002-01-17 2005-04-12 International Business Machines Corporation System and method for automatically detecting neutral expressionless faces in digital images
US7146050B2 (en) * 2002-07-19 2006-12-05 Intel Corporation Facial classification of static images using support vector machines
US7073013B2 (en) * 2003-07-03 2006-07-04 H-Systems Flash Disk Pioneers Ltd. Mass storage device with boot code
US7319779B1 (en) * 2003-12-08 2008-01-15 Videomining Corporation Classification of humans into multiple age categories from digital images

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030229630A1 (en) * 2002-06-11 2003-12-11 The Regents Of The University Of California Creating ensembles of decision trees through sampling

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
KUDO M. ET AL.: "Comparison of algorithms that select features for pattern classifiers", PATTERN RECOGNITION, vol. 33, 2000, pages 25 - 41, XP004243911 *
KUNCHEVA L.I.: "Fitness Functions in Editing k-NN Reference set by Genetic Algorithms", PATTERN RECOGNITION, vol. 30, no. 6, 1997, pages 1041 - 1049, XP004064093 *
VELDKAMP W. ET AL.: "Influence of Segmentation on classification of Microcalcifications in Digital Mammography", IEEE ENGINEERING, vol. 3, 31 October 1996 (1996-10-31) - 3 October 1996 (1996-10-03), pages 1171 - 1172, XP010262463 *

Also Published As

Publication number Publication date
EP1872189A4 (en) 2010-03-03
WO2006111963A2 (en) 2006-10-26
IL168091A (en) 2010-04-15
US20100049674A1 (en) 2010-02-25
EP1872189A2 (en) 2008-01-02

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