[go: up one dir, main page]

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

Info

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
English (en)
Other versions
WO2008008142A2 (fr
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 US11/752,719 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
Priority claimed from US11/752,691 external-priority patent/US20080086432A1/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 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

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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

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 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
US11/752,634 2007-05-23
US11/752,691 2007-05-23
US11/752,719 2007-05-23
US11/752,719 US7937345B2 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,673 2007-05-23
US11/752,634 US7761391B2 (en) 2006-07-12 2007-05-23 Methods and systems for improved transductive maximum entropy discrimination classification
US11/752,673 US7958067B2 (en) 2006-07-12 2007-05-23 Data classification methods using machine learning techniques
US11/752,691 US20080086432A1 (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

ID=38923733

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2007/013484 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)

Families Citing this family (44)

* 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
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
KR20110027729A (ko) * 2008-06-24 2011-03-16 샤론 벨렌손 특허 문헌에 적용 가능한 검색 엔진 및 그 방법
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
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
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
US10146795B2 (en) 2012-01-12 2018-12-04 Kofax, Inc. Systems and methods for mobile image capture and processing
US9165188B2 (en) 2012-01-12 2015-10-20 Kofax, Inc. Systems and methods for mobile image capture and processing
US9355312B2 (en) 2013-03-13 2016-05-31 Kofax, Inc. Systems and methods for classifying objects in digital images captured using mobile devices
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
US9208536B2 (en) 2013-09-27 2015-12-08 Kofax, Inc. Systems and methods for three dimensional geometric reconstruction of captured image data
US20140316841A1 (en) 2013-04-23 2014-10-23 Kofax, Inc. Location-based workflows and services
DE202014011407U1 (de) 2013-05-03 2020-04-20 Kofax, Inc. Systeme zum Erkennen und Klassifizieren von Objekten in durch Mobilgeräte aufgenommenen Videos
WO2015031449A1 (fr) * 2013-08-30 2015-03-05 3M Innovative Properties Company Procédé de classification de documents médicaux
JP2016538783A (ja) 2013-11-15 2016-12-08 コファックス， インコーポレイテッド モバイル映像データを用いて長尺文書の合成画像を生成するためのシステムおよび方法
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 (fr) * 2015-10-29 2017-05-04 Hewlett Packard Enterprise Development Lp Classification de logiques d'interaction d'utilisateurs
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
US11062176B2 (en) 2017-11-30 2021-07-13 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 (fr) * 2018-09-28 2020-04-02 Element Ai Inc. Procédé et système de recommandation et procédé et système d'amélioration d'un système d'apprentissage automatique
EP3864524A1 (fr) * 2018-10-08 2021-08-18 Artic 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
WO2024113266A1 (fr) * 2022-11-30 2024-06-06 Paypal, Inc. Utilisation d'un cadre d'entraînement d'un modèle multi-classe pour entraîner un modèle multi-étiquette
US12135765B1 (en) * 2023-12-28 2024-11-05 The Strategic Coach Inc. Apparatus and methods for determining a probability datum

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20060093208A1 (en) * 2004-10-29 2006-05-04 Fayin Li Open set recognition using transduction
US7219035B2 (en) * 2004-01-28 2007-05-15 Microsoft Corporation Exponential priors for maximum entropy models
US7318051B2 (en) * 2001-05-18 2008-01-08 Health Discovery Corporation 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

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7702526B2 (en) * 2002-01-24 2010-04-20 George Mason Intellectual Properties, Inc. Assessment of episodes of illness

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7376635B1 (en) * 2000-07-21 2008-05-20 Ford Global Technologies, Llc Theme-based system and method for classifying documents
US7318051B2 (en) * 2001-05-18 2008-01-08 Health Discovery Corporation Methods for feature selection in a learning machine
US7219035B2 (en) * 2004-01-28 2007-05-15 Microsoft Corporation Exponential priors for maximum entropy models
US20060093208A1 (en) * 2004-10-29 2006-05-04 Fayin Li Open set recognition using transduction

Non-Patent Citations (6)

* Cited by examiner, † Cited by third party
Title
Marcin Olof Szummer, Learning from Partially Labeled Data, September 2002, MIT PhD Thesis, Inter alia, Chapter 1 and Chapter 4 *
Tony Jebara Discriminative, Generative and Imitative Learning, MIT PhD Thesis, Abstract, Chapter 1, 2.1.2, Chapter 3, 4.3, 4.3.1 *
Tony Jebara et al., Feature Selection and Dualities in Maximum entropy Discrimination, Inter alia, Abstract, Sections 1, 2 and 4 *
Tony Jebara, Discriminative Generative and Imitative Learning, MIT Phd Thesis, February 2002, Abstract, Inter alia, 1.1.2, 3.1.1, 3.2, 3.10.3, 4.3. 4.3.1 *
Tony Jebara, Discriminative, Generative and Imitative Learning, MIT Phd Thesis, February 2002, Inter alia, Chapter 2, 3.1.1, 4.3, 4.3.1, Chapter 8 *
Tony Jebara, Discrimitative, Generative and Imitative Learning, MIT Phd Thesis, February 2002, Inter alia, Abstract, 1.1, 1.1.2, 1.2, 1.3, 1.4, 1.5, 3.1.1, 4.2, 4.3, 4.3.1., 3.8, 3.10.2, page 105, Chapter 8 *

Also Published As

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

Similar Documents

Publication Publication Date Title
WO2008008142A3 (fr) Procédés et systèmes de classification de données transductive et procédés de classification de données utilisant des techniques d'apprentissage automatique
TWI370966B (en) Apparatus, method and computer program for processing information
EP2344983A4 (fr) Procédé, appareil et produit de programme d'ordinateur pour fournir une analyse de geste adaptatif
TWI365666B (en) Information processing apparatus and method, and computer program therefor
EP1804182A4 (fr) Appareil, méthode et programme de traitement d'informations
EP2358277A4 (fr) Appareil de traitement d'information, procédé de traitement d'information, programme, et support de stockage
EP2352103A4 (fr) Appareil de traitement d'informations, système et procédé d'extraction de document et programme
WO2006126843A3 (fr) Procede et appareil de decodage d'un signal audio
WO2007038389A3 (fr) Procede et dispositif destines a l'identification et au classement de documents de reseau en tant que pourriel
EP2134092A4 (fr) Appareil et procede de traitement d'informations, et programme
EP2333719A4 (fr) Appareil de traitement d'informations permettant de sélectionner un élément caractéristique utilisé pour classer des données d'entrée
TWI365482B (en) Substrate processing apparatus, history information recording method, history information recording program, and history information recording system
WO2008027192A3 (fr) Procédés et appareil destinés à effectuer un partitionnement à résolution réduite
WO2008130897A3 (fr) Procédé et appareil pour réaliser le traitement et la commande de données dans un système de communication médical
WO2006133125A3 (fr) Procedes et appareil de generation dynamique de modeles
EP1866869A4 (fr) Appareil de generation d'album, procede de generation d'album et programme
WO2007098055A3 (fr) Codage et accès adaptatif, extensible à des modèles distribués
EP2375360A4 (fr) Système d'échange d'informations personnelles, appareil de fourniture d'informations personnelles, son procédé de traitement de données et son programme informatique
WO2009108256A3 (fr) Système de classification de motifs et procédé d'apprentissage collectif
WO2008070415A3 (fr) Appareil et procédé de collecte d'informations réparties dans un réseau
WO2013102026A3 (fr) Procédé et système pour la composition d'une vidéo
EP2260414A4 (fr) Procédé, appareil et produit-programme informatique pour fournir une interface utilisateur basée sur un modèle d'information
IL168620A (en) Method, system and apparatus for exposing workbook ranges as data sources
EP2033084A4 (fr) Système et procédé d'organisation, de traitement et de présentation d'informations
EP2064654A4 (fr) Procédé, appareil et programme informatique dans une concordance d'empreinte digitale

Legal Events

Date Code Title Description
WWE Wipo information: entry into national phase

Ref document number: 200780001197.9

Country of ref document: CN

WWE Wipo information: entry into national phase

Ref document number: 2007809394

Country of ref document: EP

WWE Wipo information: entry into national phase

Ref document number: 361/MUMNP/2008

Country of ref document: IN

121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 07809394

Country of ref document: EP

Kind code of ref document: A2

WWE Wipo information: entry into national phase

Ref document number: 2009519439

Country of ref document: JP

NENP Non-entry into the national phase

Ref country code: DE

NENP Non-entry into the national phase

Ref country code: RU