JP7258862B2 - 対象者クラスタリング方法及び装置 - Google Patents

対象者クラスタリング方法及び装置 Download PDF

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JP7258862B2
JP7258862B2 JP2020516730A JP2020516730A JP7258862B2 JP 7258862 B2 JP7258862 B2 JP 7258862B2 JP 2020516730 A JP2020516730 A JP 2020516730A JP 2020516730 A JP2020516730 A JP 2020516730A JP 7258862 B2 JP7258862 B2 JP 7258862B2
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JP2020534622A5 (enExample
JP2020534622A (ja
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セルジオ コンソリ
モニーク ヘンドリクス
ピーテル クリスティアーン ヴォス
ヤセク ルーカス クストラ
ラルフ ダイター ホフマン
ディミトロス マヴリュードゥス
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Koninklijke Philips NV
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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • G06F16/284Relational databases
    • G06F16/285Clustering or classification
    • 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
    • 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
    • G06F18/213Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2135Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on approximation criteria, e.g. principal component analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/23Clustering techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

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  • Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Theoretical Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Biomedical Technology (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Pathology (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
JP2020516730A 2017-09-20 2018-09-18 対象者クラスタリング方法及び装置 Active JP7258862B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP17192198.4 2017-09-20
EP17192198.4A EP3460807A1 (en) 2017-09-20 2017-09-20 Subject clustering method and apparatus
PCT/EP2018/075238 WO2019057727A1 (en) 2017-09-20 2018-09-18 APPARATUS AND METHOD FOR GROUPING SUBJECTS

Publications (3)

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JP2020534622A JP2020534622A (ja) 2020-11-26
JP2020534622A5 JP2020534622A5 (enExample) 2021-10-28
JP7258862B2 true JP7258862B2 (ja) 2023-04-17

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US (1) US11636954B2 (enExample)
EP (2) EP3460807A1 (enExample)
JP (1) JP7258862B2 (enExample)
CN (2) CN111247600A (enExample)
WO (1) WO2019057727A1 (enExample)

Families Citing this family (5)

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Publication number Priority date Publication date Assignee Title
JP7235960B2 (ja) * 2019-02-07 2023-03-09 富士通株式会社 ジョブ電力予測プログラム、ジョブ電力予測方法、およびジョブ電力予測装置
US11423333B2 (en) * 2020-03-25 2022-08-23 International Business Machines Corporation Mechanisms for continuous improvement of automated machine learning
US12106197B2 (en) * 2020-03-25 2024-10-01 International Business Machines Corporation Learning parameter sampling configuration for automated machine learning
CN112002419B (zh) * 2020-09-17 2023-09-26 吾征智能技术(北京)有限公司 一种基于聚类的疾病辅助诊断系统、设备、存储介质
CN118298991B (zh) * 2024-06-05 2024-09-06 自贡市第一人民医院 一种眼科手术病人信息数据管理方法及系统

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050209785A1 (en) 2004-02-27 2005-09-22 Wells Martin D Systems and methods for disease diagnosis
JP2012150786A (ja) 2010-12-28 2012-08-09 Giken Shoji International Co Ltd 地域特性を利用したプロファイリングシステム
JP2012523877A (ja) 2009-04-15 2012-10-11 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ 臨床決定支援システム及び方法

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6952700B2 (en) 2001-03-22 2005-10-04 International Business Machines Corporation Feature weighting in κ-means clustering
US9997260B2 (en) * 2007-12-28 2018-06-12 Koninklijke Philips N.V. Retrieval of similar patient cases based on disease probability vectors
WO2010011356A2 (en) * 2008-07-25 2010-01-28 Aureon Laboratories, Inc. Systems and methods of treating, diagnosing and predicting the occurrence of a medical condition
US8504392B2 (en) 2010-11-11 2013-08-06 The Board Of Trustees Of The Leland Stanford Junior University Automatic coding of patient outcomes
JP5643430B2 (ja) 2011-06-28 2014-12-17 インターナショナル・ビジネス・マシーンズ・コーポレーションInternational Business Machines Corporation 主観的な階層クラスタリングにおける特徴量ごとの重みを求める情報処理装置、方法、およびプログラム

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050209785A1 (en) 2004-02-27 2005-09-22 Wells Martin D Systems and methods for disease diagnosis
JP2012523877A (ja) 2009-04-15 2012-10-11 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ 臨床決定支援システム及び方法
JP2012150786A (ja) 2010-12-28 2012-08-09 Giken Shoji International Co Ltd 地域特性を利用したプロファイリングシステム

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Publication number Publication date
US11636954B2 (en) 2023-04-25
CN119889719A (zh) 2025-04-25
EP3685405A1 (en) 2020-07-29
EP3460807A1 (en) 2019-03-27
WO2019057727A1 (en) 2019-03-28
CN111247600A (zh) 2020-06-05
US20200219627A1 (en) 2020-07-09
JP2020534622A (ja) 2020-11-26

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