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WO2008008142A3 - Machine learning techniques and transductive data classification - Google Patents

Machine learning techniques and transductive data classification Download PDF

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Publication number
WO2008008142A3
WO2008008142A3 PCT/US2007/013484 US2007013484W WO2008008142A3 WO 2008008142 A3 WO2008008142 A3 WO 2008008142A3 US 2007013484 W US2007013484 W US 2007013484W WO 2008008142 A3 WO2008008142 A3 WO 2008008142A3
Authority
WO
WIPO (PCT)
Prior art keywords
machine learning
learning techniques
transductive
data classification
data
Prior art date
Application number
PCT/US2007/013484
Other languages
French (fr)
Other versions
WO2008008142A2 (en
Inventor
Mauritius A R Schmidtler
Christopher K Harris
Roland Borrey
Anthony Sarah
Nicola Caruso
Original Assignee
Kofax Image Products Inc
Mauritius A R Schmidtler
Christopher K Harris
Roland Borrey
Anthony Sarah
Nicola Caruso
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
Priority claimed from US11/752,691 external-priority patent/US20080086432A1/en
Priority claimed from US11/752,719 external-priority patent/US7937345B2/en
Priority claimed from US11/752,673 external-priority patent/US7958067B2/en
Priority claimed from US11/752,634 external-priority patent/US7761391B2/en
Application filed by Kofax Image Products Inc, Mauritius A R Schmidtler, Christopher K Harris, Roland Borrey, Anthony Sarah, Nicola Caruso filed Critical Kofax Image Products Inc
Priority to EP07809394.5A priority Critical patent/EP1924926A4/en
Priority to JP2009519439A priority patent/JP5364578B2/en
Publication of WO2008008142A2 publication Critical patent/WO2008008142A2/en
Publication of WO2008008142A3 publication Critical patent/WO2008008142A3/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • 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]
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
    • Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Medical Informatics (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (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)
  • Sorting Of Articles (AREA)
  • Image Analysis (AREA)

Abstract

A system, method, data processing apparatus, and article of manufacture are provided for classifying data. Data classification methods using machine learning techniques are also disclosed.
PCT/US2007/013484 2006-07-12 2007-06-07 Machine learning techniques and transductive data classification WO2008008142A2 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
EP07809394.5A EP1924926A4 (en) 2006-07-12 2007-06-07 METHODS AND SYSTEMS FOR TRANSDUCTIVE DATA CLASSIFICATION AND DATA CLASSIFICATION METHODS USING AUTOMATIC LEARNING TECHNIQUES
JP2009519439A JP5364578B2 (en) 2006-07-12 2007-06-07 Method and system for transductive data classification and data classification method using machine learning technique

Applications Claiming Priority (10)

Application Number Priority Date Filing Date Title
US83031106P 2006-07-12 2006-07-12
US60/830,311 2006-07-12
US11/752,691 US20080086432A1 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,691 2007-05-23
US11/752,719 2007-05-23
US11/752,673 2007-05-23
US11/752,719 US7937345B2 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,673 US7958067B2 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,634 US7761391B2 (en) 2006-07-12 2007-05-23 Methods and systems for improved transductive maximum entropy discrimination classification
US11/752,634 2007-05-23

Publications (2)

Publication Number Publication Date
WO2008008142A2 WO2008008142A2 (en) 2008-01-17
WO2008008142A3 true WO2008008142A3 (en) 2008-12-04

Family

ID=38923733

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2007/013484 WO2008008142A2 (en) 2006-07-12 2007-06-07 Machine learning techniques and transductive data classification

Country Status (3)

Country Link
EP (1) EP1924926A4 (en)
JP (1) JP5364578B2 (en)
WO (1) WO2008008142A2 (en)

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US9137417B2 (en) 2005-03-24 2015-09-15 Kofax, Inc. Systems and methods for processing video data
US7958067B2 (en) 2006-07-12 2011-06-07 Kofax, Inc. Data classification methods using machine learning techniques
US7937345B2 (en) 2006-07-12 2011-05-03 Kofax, Inc. Data classification methods using machine learning techniques
US8190868B2 (en) 2006-08-07 2012-05-29 Webroot Inc. Malware management through kernel detection
JP2011525673A (en) * 2008-06-24 2011-09-22 シャロン ベレンゾン， Search engine and methodology especially applicable to patent literature
US8774516B2 (en) 2009-02-10 2014-07-08 Kofax, Inc. Systems, methods and computer program products for determining document validity
US9349046B2 (en) 2009-02-10 2016-05-24 Kofax, Inc. Smart optical input/output (I/O) extension for context-dependent workflows
US8958605B2 (en) 2009-02-10 2015-02-17 Kofax, Inc. Systems, methods and computer program products for determining document validity
US9767354B2 (en) 2009-02-10 2017-09-19 Kofax, Inc. Global geographic information retrieval, validation, and normalization
US9576272B2 (en) 2009-02-10 2017-02-21 Kofax, Inc. Systems, methods and computer program products for determining document validity
US11489857B2 (en) 2009-04-21 2022-11-01 Webroot Inc. System and method for developing a risk profile for an internet resource
US8438386B2 (en) * 2009-04-21 2013-05-07 Webroot Inc. System and method for developing a risk profile for an internet service
US10146795B2 (en) 2012-01-12 2018-12-04 Kofax, Inc. Systems and methods for mobile image capture and processing
US9483794B2 (en) 2012-01-12 2016-11-01 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9165188B2 (en) 2012-01-12 2015-10-20 Kofax, Inc. Systems and methods for mobile image capture and processing
US9058580B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9058515B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
EP2973226A4 (en) 2013-03-13 2016-06-29 Kofax Inc CLASSIFYING OBJECTS IN DIGITAL IMAGES CAPTURED WITH MOBILE DEVICES
US9208536B2 (en) 2013-09-27 2015-12-08 Kofax, Inc. Systems and methods for three dimensional geometric reconstruction of captured image data
US9355312B2 (en) 2013-03-13 2016-05-31 Kofax, Inc. Systems and methods for classifying objects in digital images captured using mobile devices
US20140316841A1 (en) 2013-04-23 2014-10-23 Kofax, Inc. Location-based workflows and services
WO2014179752A1 (en) 2013-05-03 2014-11-06 Kofax, Inc. Systems and methods for detecting and classifying objects in video captured using mobile devices
EP3039639A4 (en) * 2013-08-30 2017-01-25 3M Innovative Properties Company Method of classifying medical documents
JP2016538783A (en) 2013-11-15 2016-12-08 コファックス， インコーポレイテッド System and method for generating a composite image of a long document using mobile video data
US9760788B2 (en) 2014-10-30 2017-09-12 Kofax, Inc. Mobile document detection and orientation based on reference object characteristics
KR102315574B1 (en) * 2014-12-03 2021-10-20 삼성전자주식회사 Apparatus and method for classification of data, apparatus and method for segmentation of region of interest
CN104700099B (en) * 2015-03-31 2017-08-11 百度在线网络技术（北京）有限公司 The method and apparatus for recognizing traffic sign
US10242285B2 (en) 2015-07-20 2019-03-26 Kofax, Inc. Iterative recognition-guided thresholding and data extraction
US11550688B2 (en) 2015-10-29 2023-01-10 Micro Focus Llc User interaction logic classification
US10339193B1 (en) * 2015-11-24 2019-07-02 Google Llc Business change detection from street level imagery
US9779296B1 (en) 2016-04-01 2017-10-03 Kofax, Inc. Content-based detection and three dimensional geometric reconstruction of objects in image and video data
JP6973733B2 (en) * 2017-11-07 2021-12-01 株式会社アイ・アール・ディー Patent information processing equipment, patent information processing methods and programs
US11062176B2 (en) 2017-11-30 2021-07-13 Kofax, Inc. Object detection and image cropping using a multi-detector approach
JP7024515B2 (en) 2018-03-09 2022-02-24 富士通株式会社 Learning programs, learning methods and learning devices
JP7079483B2 (en) * 2018-06-18 2022-06-02 国立研究開発法人産業技術総合研究所 Information processing methods, systems and programs
US20210342744A1 (en) * 2018-09-28 2021-11-04 Element Al Inc. Recommendation method and system and method and system for improving a machine learning system
EP3864524A1 (en) 2018-10-08 2021-08-18 Artic Alliance Europe OY Method and system to perform text-based search among plurality of documents
KR102033136B1 (en) * 2019-04-03 2019-10-16 주식회사 루닛 Method for machine learning based on semi-supervised learning and apparatus thereof
WO2020231188A1 (en) * 2019-05-13 2020-11-19 삼성전자주식회사 Classification result verifying method and classification result learning method which use verification neural network, and computing device for performing methods
CN113240025B (en) * 2021-05-19 2022-08-12 电子科技大学 An Image Classification Method Based on Bayesian Neural Network Weight Constraints
JP2023144562A (en) 2022-03-28 2023-10-11 富士通株式会社 Machine learning program, data processing program, information processing device, machine learning method and data processing method
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Also Published As

Publication number Publication date
JP2009543254A (en) 2009-12-03
EP1924926A4 (en) 2016-08-17
WO2008008142A2 (en) 2008-01-17
EP1924926A2 (en) 2008-05-28
JP5364578B2 (en) 2013-12-11

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