EP1924926A4 - Verfahren und systeme zur transduktiven datenklassifizierung und datenklassifizierungsverfahren unter verwendung maschineller lerntechniken - Google Patents

Verfahren und systeme zur transduktiven datenklassifizierung und datenklassifizierungsverfahren unter verwendung maschineller lerntechniken

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.)
Pending
Application number
EP07809394.5A
Other languages
English (en)
French (fr)
Other versions
EP1924926A2 (de
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 US11/752,673 external-priority patent/US7958067B2/en
Priority claimed from US11/752,634 external-priority patent/US7761391B2/en
Priority claimed from US11/752,691 external-priority patent/US20080086432A1/en
Priority claimed from US11/752,719 external-priority patent/US7937345B2/en
Application filed by Kofax Inc filed Critical Kofax Inc
Publication of EP1924926A2 publication Critical patent/EP1924926A2/de
Publication of EP1924926A4 publication Critical patent/EP1924926A4/de
Pending 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)
  • Image Analysis (AREA)
  • Sorting Of Articles (AREA)
EP07809394.5A 2006-07-12 2007-06-07 Verfahren und systeme zur transduktiven datenklassifizierung und datenklassifizierungsverfahren unter verwendung maschineller lerntechniken Pending EP1924926A4 (de)

Applications Claiming Priority (6)

Application Number Priority Date Filing Date Title
US83031106P 2006-07-12 2006-07-12
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
US11/752,691 US20080086432A1 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,719 US7937345B2 (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 (de) 2008-05-28
EP1924926A4 true EP1924926A4 (de) 2016-08-17

Family

ID=38923733

Family Applications (1)

Application Number Title Priority Date Filing Date
EP07809394.5A Pending EP1924926A4 (de) 2006-07-12 2007-06-07 Verfahren und systeme zur transduktiven datenklassifizierung und datenklassifizierungsverfahren unter verwendung maschineller lerntechniken

Country Status (3)

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

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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
US7937345B2 (en) 2006-07-12 2011-05-03 Kofax, Inc. Data classification methods using machine learning techniques
US7958067B2 (en) 2006-07-12 2011-06-07 Kofax, Inc. Data classification methods using machine learning techniques
US8190868B2 (en) 2006-08-07 2012-05-29 Webroot Inc. Malware management through kernel detection
CN102160066A (zh) * 2008-06-24 2011-08-17 沙伦·贝伦宗 特别适用于专利文献的搜索引擎和方法
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
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
US8438386B2 (en) * 2009-04-21 2013-05-07 Webroot Inc. System and method for developing a risk profile for an internet service
US11489857B2 (en) 2009-04-21 2022-11-01 Webroot Inc. System and method for developing a risk profile for an internet resource
US9058515B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
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
US9058580B1 (en) 2012-01-12 2015-06-16 Kofax, Inc. Systems and methods for identification document processing and business workflow integration
US9165187B2 (en) 2012-01-12 2015-10-20 Kofax, Inc. Systems and methods for mobile image capture and processing
US9208536B2 (en) 2013-09-27 2015-12-08 Kofax, Inc. Systems and methods for three dimensional geometric reconstruction of captured image data
CN105283884A (zh) 2013-03-13 2016-01-27 柯法克斯公司 对移动设备捕获的数字图像中的对象进行分类
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
EP3879475A1 (de) * 2013-08-30 2021-09-15 3M Innovative Properties Co. Verfahren zur klassifizierung von medizinischen dokumenten
WO2015073920A1 (en) 2013-11-15 2015-05-21 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 (ko) * 2014-12-03 2021-10-20 삼성전자주식회사 데이터 분류 방법 및 장치와 관심영역 세그멘테이션 방법 및 장치
CN104700099B (zh) * 2015-03-31 2017-08-11 百度在线网络技术（北京）有限公司 识别交通标志的方法和装置
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 (ja) * 2017-11-07 2021-12-01 株式会社アイ・アール・ディー 特許情報処理装置、特許情報処理方法およびプログラム
US10803350B2 (en) 2017-11-30 2020-10-13 Kofax, Inc. Object detection and image cropping using a multi-detector approach
JP7024515B2 (ja) 2018-03-09 2022-02-24 富士通株式会社 学習プログラム、学習方法および学習装置
JP7079483B2 (ja) * 2018-06-18 2022-06-02 国立研究開発法人産業技術総合研究所 情報処理方法、システム及びプログラム
WO2020065611A1 (en) * 2018-09-28 2020-04-02 Element Ai Inc. Recommendation method and system and method and system for improving a machine learning system
US11880396B2 (en) 2018-10-08 2024-01-23 Arctic Alliance Europe Oy Method and system to perform text-based search among plurality of documents
KR102033136B1 (ko) * 2019-04-03 2019-10-16 주식회사 루닛 준지도 학습 기반의 기계학습 방법 및 그 장치
WO2020231188A1 (ko) * 2019-05-13 2020-11-19 삼성전자주식회사 검증 뉴럴 네트워크를 이용한 분류 결과 검증 방법, 분류 결과 학습 방법 및 상기 방법을 수행하는 컴퓨팅 장치
CN113240025B (zh) * 2021-05-19 2022-08-12 电子科技大学 一种基于贝叶斯神经网络权重约束的图像分类方法
JP2023144562A (ja) 2022-03-28 2023-10-11 富士通株式会社 機械学習プログラム，データ処理プログラム，情報処理装置，機械学習方法およびデータ処理方法

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Non-Patent Citations (5)

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Title
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
EP1924926A2 (de) 2008-05-28
WO2008008142A3 (en) 2008-12-04
JP5364578B2 (ja) 2013-12-11
JP2009543254A (ja) 2009-12-03
WO2008008142A2 (en) 2008-01-17

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Inventor name: HARRIS, CHRISTOPHER K.

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