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WO2008008142A3 - Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique - Google Patents

Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique 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
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
PCT/US2007/013484
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English (en)
Other versions
WO2008008142A2 (fr
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 Image Products 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 US11/752,719 external-priority patent/US7937345B2/en
Priority claimed from US11/752,634 external-priority patent/US7761391B2/en
Priority claimed from US11/752,673 external-priority patent/US7958067B2/en
Application filed by Kofax Image Products Inc filed Critical Kofax Image Products Inc
Priority to JP2009519439A priority Critical patent/JP5364578B2/ja
Priority to EP07809394.5A priority patent/EP1924926A4/fr
Publication of WO2008008142A2 publication Critical patent/WO2008008142A2/fr
Publication of WO2008008142A3 publication Critical patent/WO2008008142A3/fr
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

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Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02ATECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A90/00Technologies having an indirect contribution to adaptation to climate change
    • Y02A90/10Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation

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  • 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

La présente invention concerne un système, un procédé, un dispositif de traitement de données et un article de fabrication permettant une classification de données. L'invention concerne également des procédés de classification de données utilisant des techniques d'apprentissage automatique.
PCT/US2007/013484 2006-07-12 2007-06-07 Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique Ceased WO2008008142A2 (fr)

Priority Applications (2)

Application Number Priority Date Filing Date Title
JP2009519439A JP5364578B2 (ja) 2006-07-12 2007-06-07 トランスダクティブデータ分類のための方法およびシステム、ならびに機械学習手法を用いたデータ分類方法
EP07809394.5A EP1924926A4 (fr) 2006-07-12 2007-06-07 Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique

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
US11/752,719 2007-05-23
US11/752,719 US7937345B2 (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
US11/752,673 2007-05-23
US11/752,691 2007-05-23
US11/752,634 2007-05-23
US11/752,673 US7958067B2 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques

Publications (2)

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

Family

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PCT/US2007/013484 Ceased WO2008008142A2 (fr) 2006-07-12 2007-06-07 Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique

Country Status (3)

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

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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
US8774516B2 (en) 2009-02-10 2014-07-08 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
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
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
US10146795B2 (en) 2012-01-12 2018-12-04 Kofax, Inc. Systems and methods for mobile image capture and processing
US8855375B2 (en) 2012-01-12 2014-10-07 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
US9483794B2 (en) 2012-01-12 2016-11-01 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
JP2016517587A (ja) 2013-03-13 2016-06-16 コファックス, インコーポレイテッド モバイル装置を用いて取込まれたデジタル画像におけるオブジェクトの分類
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 (fr) 2013-05-03 2017-02-22 Kofax, Inc. Systèmes et procédés pour détecter et classifier des objets dans une vidéo capturée à l'aide de dispositifs mobiles
EP3879475A1 (fr) * 2013-08-30 2021-09-15 3M Innovative Properties Co. Procédé de classification de documents médicaux
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 (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
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 (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
EP3857468A4 (fr) * 2018-09-28 2021-12-15 Element AI Inc. Procédé et système de recommandation et procédé et système d'amélioration d'un système d'apprentissage automatique
WO2020075062A1 (fr) * 2018-10-08 2020-04-16 Arctic Alliance Europe Oy Procédé et système pour effectuer une recherche textuelle parmi une pluralité de documents
KR102033136B1 (ko) * 2019-04-03 2019-10-16 주식회사 루닛 준지도 학습 기반의 기계학습 방법 및 그 장치
WO2020231188A1 (fr) * 2019-05-13 2020-11-19 삼성전자주식회사 Procédé de vérification de résultat de classification et procédé d'apprentissage de résultat de classification qui utilisent un réseau neuronal de vérification, et dispositif informatique permettant de réaliser des procédés
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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Also Published As

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

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