EP1924926A4 - Methods and systems for transductive data classification and data classification methods using machine learning techniques - Google Patents

Methods and systems for transductive data classification and data classification methods using machine learning techniques

Info

Publication number
EP1924926A4
EP1924926A4 EP07809394.5A EP07809394A EP1924926A4 EP 1924926 A4 EP1924926 A4 EP 1924926A4 EP 07809394 A EP07809394 A EP 07809394A EP 1924926 A4 EP1924926 A4 EP 1924926A4
Authority
EP
European Patent Office
Prior art keywords
methods
data classification
transductive
systems
machine learning
Prior art date
Legal status (The legal status 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 status listed.)
Ceased
Application number
EP07809394.5A
Other languages
German (de)
French (fr)
Other versions
EP1924926A2 (en
Inventor
Mauritius A R Schmidtler
Christopher K Harris
Roland Borrey
Anthony Sarah
Nicola Caruso
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Tungsten Automation Corp
Original Assignee
Kofax 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
Priority claimed from US11/752,691 external-priority patent/US20080086432A1/en
Priority claimed from US11/752,634 external-priority patent/US7761391B2/en
Priority claimed from US11/752,719 external-priority patent/US7937345B2/en
Priority claimed from US11/752,673 external-priority patent/US7958067B2/en
Application filed by Kofax Inc filed Critical Kofax Inc
Publication of EP1924926A2 publication Critical patent/EP1924926A2/en
Publication of EP1924926A4 publication Critical patent/EP1924926A4/en
Ceased legal-status Critical Current

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)
EP07809394.5A 2006-07-12 2007-06-07 Methods and systems for transductive data classification and data classification methods using machine learning techniques Ceased EP1924926A4 (en)

Applications Claiming Priority (6)

Application Number Priority Date Filing Date Title
US83031106P 2006-07-12 2006-07-12
US11/752,691 US20080086432A1 (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
US11/752,719 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
PCT/US2007/013484 WO2008008142A2 (en) 2006-07-12 2007-06-07 Machine learning techniques and transductive data classification

Publications (2)

Publication Number Publication Date
EP1924926A2 EP1924926A2 (en) 2008-05-28
EP1924926A4 true EP1924926A4 (en) 2016-08-17

Family

ID=38923733

Family Applications (1)

Application Number Title Priority Date Filing Date
EP07809394.5A Ceased EP1924926A4 (en) 2006-07-12 2007-06-07 Methods and systems for transductive data classification and data classification methods using machine learning techniques

Country Status (3)

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

Families Citing this family (43)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9137417B2 (en) 2005-03-24 2015-09-15 Kofax, Inc. Systems and methods for processing video data
US9769354B2 (en) 2005-03-24 2017-09-19 Kofax, Inc. Systems and methods of processing scanned 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
US10007882B2 (en) * 2008-06-24 2018-06-26 Sharon Belenzon System, method and apparatus to determine associations among digital documents
US9576272B2 (en) 2009-02-10 2017-02-21 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
US8774516B2 (en) 2009-02-10 2014-07-08 Kofax, Inc. Systems, methods and computer program products for determining document validity
US8958605B2 (en) 2009-02-10 2015-02-17 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
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
US9058515B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9058580B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9483794B2 (en) 2012-01-12 2016-11-01 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9514357B2 (en) 2012-01-12 2016-12-06 Kofax, Inc. Systems and methods for mobile image capture and processing
US10146795B2 (en) 2012-01-12 2018-12-04 Kofax, Inc. Systems and methods for mobile image capture and processing
EP2973226A4 (en) 2013-03-13 2016-06-29 Kofax Inc Classifying objects in digital images captured using 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
EP2992481A4 (en) 2013-05-03 2017-02-22 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
US9386235B2 (en) 2013-11-15 2016-07-05 Kofax, Inc. Systems and methods for generating composite images of long documents 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
WO2017074401A1 (en) * 2015-10-29 2017-05-04 Hewlett Packard Enterprise Development Lp 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
WO2020075062A1 (en) * 2018-10-08 2020-04-16 Arctic 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 Image classification method based on Bayesian neural network weight constraint
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
WO2024113266A1 (en) * 2022-11-30 2024-06-06 Paypal, Inc. Use of a training framework of a multi-class model to train a multi-label model

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030139947A1 (en) * 2002-01-24 2003-07-24 Farrokh Alemi Assessment of episodes of illness

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2002095534A2 (en) * 2001-05-18 2002-11-28 Biowulf Technologies, Llc Methods for feature selection in a learning machine
US7376635B1 (en) * 2000-07-21 2008-05-20 Ford Global Technologies, Llc Theme-based system and method for classifying documents
US7184929B2 (en) * 2004-01-28 2007-02-27 Microsoft Corporation Exponential priors for maximum entropy models
US7492943B2 (en) * 2004-10-29 2009-02-17 George Mason Intellectual Properties, Inc. Open set recognition using transduction

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030139947A1 (en) * 2002-01-24 2003-07-24 Farrokh Alemi Assessment of episodes of illness

Non-Patent Citations (7)

* Cited by examiner, † Cited by third party
Title
AMRISH SINGH ET AL: "Hierarchical Classification of Web Search Results Using Personalized Ontologies", INTERNATIONAL CONFERENCE ON UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION, 22 July 2005 (2005-07-22), XP055747107 *
FRANÇOIS DENIS ET AL: "Text Classification and Co-training from Positive and Unlabeled Examples", 21 August 2003 (2003-08-21), XP055747265, Retrieved from the Internet <URL:https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.58.7101&rep=rep1&type=pdf> [retrieved on 20201105] *
NIGAM K ET AL: "Text Classification from Labeled and Unlabeled Documents using EM", MACHINE LEARNING, KLUWER ACADEMIC PUBLISHERS, BOSTON, US, vol. 39, no. 2/3, 31 January 2000 (2000-01-31), pages 103 - 134, XP009017024, ISSN: 0885-6125, DOI: 10.1023/A:1007692713085 *
See also references of WO2008008142A2 *
TONY JABARA AND TOMMI JAAKKOLA: "Feature Selection and Dualities in Maximum entropy Discrimination, Inter alia, Abstract, Sections 1, 2 and 4", 30 June 2000 (2000-06-30), pages 291 - 300, XP008168426, ISBN: 978-1-55860-709-5, Retrieved from the Internet <URL:http://www.cs.columbia.edu/~jebara/papers/uai.pdf> [retrieved on 20160307] *
TONY JEBARA ET AL: "Discriminative, generative and imitative learning", MEDIA ARTS AND SCIENCES, MIT, 31 January 2002 (2002-01-31), XP055255811, Retrieved from the Internet <URL:http://www.cs.columbia.edu/~jebara/papers/jebara4.pdf> [retrieved on 20160307] *
YIFTACH RAVID: "GammaWare Technology", 30 June 2002 (2002-06-30), XP055286614, Retrieved from the Internet <URL:www.univ-orleans.fr/lifo/evenements/CAp2002/enligne/GammaSite-CAp2002.ppt> [retrieved on 20160707] *

Also Published As

Publication number Publication date
JP5364578B2 (en) 2013-12-11
EP1924926A2 (en) 2008-05-28
JP2009543254A (en) 2009-12-03
WO2008008142A2 (en) 2008-01-17
WO2008008142A3 (en) 2008-12-04

Similar Documents

Publication Publication Date Title
EP1924926A4 (en) Methods and systems for transductive data classification and data classification methods using machine learning techniques
GB0914480D0 (en) Method and system for searching for patterns in data
EP2179509A4 (en) Systems and methods for reduced complexity data processing
EP2043293A4 (en) Medium data processing device and medium data processing method
EP2115634A4 (en) Method and system for searching stored data
TWI315522B (en) Data writing method
EP2214319A4 (en) Data processing device and data processing method
EP2318944A4 (en) Systems and methods for re-evaluating data
ZA201003523B (en) Data processing device and data processing method
IL192117A0 (en) Systems and methods for processing data flows
EP2157540A4 (en) Information processing device and information processing method
EP2061255A4 (en) Information processing device and method
EP2165311A4 (en) Information processing method and apparatus, program, and storage medium
EP2177058A4 (en) System and method for combining media data
EP2120447A4 (en) Information processing device and method
ZA201003441B (en) Data processing device and data processing method
EP2028598A4 (en) Information classification device, information classification method, and information classification program
TWI346851B (en) Information processing device and information processing method
EP2082330A4 (en) Methods for efficient data version verification
GB0812851D0 (en) Method and apparatus for compiling data from property title documents
HK1120889A1 (en) A method and system for processing tree-structured data
EP2048822A4 (en) Data repeating system and data repeating method
ZA200800037B (en) Method and system for data input
IL224329A (en) Data translation system and method
EP2226706A4 (en) Information processing device and information processing method

Legal Events

Date Code Title Description
PUAI Public reference made under article 153(3) epc to a published international application that has entered the european phase

Free format text: ORIGINAL CODE: 0009012

17P Request for examination filed

Effective date: 20080215

AK Designated contracting states

Kind code of ref document: A2

Designated state(s): AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HU IE IS IT LI LT LU LV MC MT NL PL PT RO SE SI SK TR

AX Request for extension of the european patent

Extension state: AL BA HR MK RS

RAP1 Party data changed (applicant data changed or rights of an application transferred)

Owner name: KOFAX, INC.

R17D Deferred search report published (corrected)

Effective date: 20081204

RIN1 Information on inventor provided before grant (corrected)

Inventor name: HARRIS, CHRISTOPHER K.

Inventor name: SARAH, ANTHONY

Inventor name: SCHMIDTLER, MAURITIUS A.R.

Inventor name: CARUSO, NICOLA

Inventor name: BORREY, ROLAND

DAX Request for extension of the european patent (deleted)
RIC1 Information provided on ipc code assigned before grant

Ipc: G06F 15/18 20060101AFI20160316BHEP

Ipc: G06N 99/00 20100101ALI20160316BHEP

A4 Supplementary search report drawn up and despatched

Effective date: 20160718

RIC1 Information provided on ipc code assigned before grant

Ipc: G06F 15/18 20060101AFI20160712BHEP

Ipc: G06N 99/00 20100101ALI20160712BHEP

Ipc: G06K 9/62 20060101ALN20160712BHEP

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: EXAMINATION IS IN PROGRESS

17Q First examination report despatched

Effective date: 20180216

RIC1 Information provided on ipc code assigned before grant

Ipc: G06N 99/00 20100101ALI20160712BHEP

Ipc: G06F 15/18 20060101AFI20160712BHEP

Ipc: G06K 9/62 20060101ALN20160712BHEP

RIC1 Information provided on ipc code assigned before grant

Ipc: G06N 99/00 20190101ALI20160712BHEP

Ipc: G06K 9/62 20060101ALN20160712BHEP

Ipc: G06F 15/18 20060101AFI20160712BHEP

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: EXAMINATION IS IN PROGRESS

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: EXAMINATION IS IN PROGRESS

REG Reference to a national code

Ref country code: DE

Ref legal event code: R003

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE APPLICATION HAS BEEN REFUSED

18R Application refused

Effective date: 20240213