JP7276487B2 - 作成方法、作成プログラム及び情報処理装置 - Google Patents

作成方法、作成プログラム及び情報処理装置 Download PDF

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JP7276487B2
JP7276487B2 JP2021553210A JP2021553210A JP7276487B2 JP 7276487 B2 JP7276487 B2 JP 7276487B2 JP 2021553210 A JP2021553210 A JP 2021553210A JP 2021553210 A JP2021553210 A JP 2021553210A JP 7276487 B2 JP7276487 B2 JP 7276487B2
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佳寛 大川
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Fujitsu Ltd
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    • 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
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2431—Multiple classes
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
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    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/776—Validation; Performance evaluation
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00—Program-control systems
    • G05B2219/20—Pc systems
    • G05B2219/21—Pc I-O input output
    • G05B2219/21002—Neural classifier for inputs, groups inputs into classes
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/285—Selection of pattern recognition techniques, e.g. of classifiers in a multi-classifier system
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/205—Parsing
    • G06F40/226—Validation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/87—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using selection of the recognition techniques, e.g. of a classifier in a multiple classifier system

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  • Engineering & Computer Science (AREA)
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  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
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JP2021553210A 2019-10-23 2019-10-23 作成方法、作成プログラム及び情報処理装置 Active JP7276487B2 (ja)

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US11768917B2 (en) * 2019-11-14 2023-09-26 International Business Machines Corporation Systems and methods for alerting to model degradation based on distribution analysis
US11455561B2 (en) 2019-11-14 2022-09-27 International Business Machines Corporation Alerting to model degradation based on distribution analysis using risk tolerance ratings
US11810013B2 (en) 2019-11-14 2023-11-07 International Business Machines Corporation Systems and methods for alerting to model degradation based on survival analysis

Citations (3)

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US10339468B1 (en) 2014-10-28 2019-07-02 Groupon, Inc. Curating training data for incremental re-training of a predictive model
JP2019144767A (ja) 2018-02-19 2019-08-29 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
JP2019164774A (ja) 2018-03-15 2019-09-26 富士通株式会社 学習装置、検査装置、学習検査方法、学習プログラムおよび検査プログラム

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DE19942223C2 (de) * 1999-09-03 2003-03-13 Daimler Chrysler Ag Klassifikationsverfahren mit Rückweisungsklasse
BR102014023780B1 (pt) * 2014-09-25 2023-04-18 Universidade Estadual De Campinas - Unicamp (Br/Sp) Método para classificação multiclasse em cenários abertos e usos do mesmo
JP2019079167A (ja) * 2017-10-23 2019-05-23 オリンパス株式会社 情報処理装置、情報処理システム、情報処理方法、及び、プログラム
US11687588B2 (en) * 2019-05-21 2023-06-27 Salesforce.Com, Inc. Weakly supervised natural language localization networks for video proposal prediction based on a text query
WO2020247200A1 (en) * 2019-06-05 2020-12-10 Google Llc Likelihood ratios for out-of-distribution detection
US11295240B2 (en) * 2019-06-15 2022-04-05 Boult Terrance E Systems and methods for machine classification and learning that is robust to unknown inputs
US11361212B2 (en) * 2019-09-11 2022-06-14 Amazon Technologies, Inc. Machine learning system to score alt-text in image data

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10339468B1 (en) 2014-10-28 2019-07-02 Groupon, Inc. Curating training data for incremental re-training of a predictive model
JP2019144767A (ja) 2018-02-19 2019-08-29 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
JP2019164774A (ja) 2018-03-15 2019-09-26 富士通株式会社 学習装置、検査装置、学習検査方法、学習プログラムおよび検査プログラム

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