JP7448026B2 - 検知プログラム、モデル生成プログラム、検知方法、モデル生成方法、検知装置及びモデル生成装置 - Google Patents

検知プログラム、モデル生成プログラム、検知方法、モデル生成方法、検知装置及びモデル生成装置 Download PDF

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JP7448026B2
JP7448026B2 JP2022551471A JP2022551471A JP7448026B2 JP 7448026 B2 JP7448026 B2 JP 7448026B2 JP 2022551471 A JP2022551471 A JP 2022551471A JP 2022551471 A JP2022551471 A JP 2022551471A JP 7448026 B2 JP7448026 B2 JP 7448026B2
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佳寛 大川
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Fujitsu Ltd
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JP2022551471A 2020-09-23 2020-09-23 検知プログラム、モデル生成プログラム、検知方法、モデル生成方法、検知装置及びモデル生成装置 Active JP7448026B2 (ja)

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JP2018063504A (ja) 2016-10-12 2018-04-19 株式会社リコー 生成モデル学習方法、装置及びプログラム
JP2020052935A (ja) 2018-09-28 2020-04-02 三菱電機インフォメーションシステムズ株式会社 学習済みモデルを生成する方法、データを分類する方法、コンピュータおよびプログラム

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9165051B2 (en) * 2010-08-24 2015-10-20 Board Of Trustees Of The University Of Illinois Systems and methods for detecting a novel data class
US9336484B1 (en) * 2011-09-26 2016-05-10 The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration (Nasa) System and method for outlier detection via estimating clusters
US9031897B2 (en) * 2012-03-23 2015-05-12 Nuance Communications, Inc. Techniques for evaluation, building and/or retraining of a classification model
US11030536B2 (en) * 2015-04-16 2021-06-08 Siemens Aktiengesellschaft Method and apparatus for operating an automation system and accounting for concept drift
US20170330109A1 (en) * 2016-05-16 2017-11-16 Purepredictive, Inc. Predictive drift detection and correction
US20180307741A1 (en) * 2017-04-25 2018-10-25 Intel Corporation Filtering training data for simpler rbf models
US10209974B1 (en) * 2017-12-04 2019-02-19 Banjo, Inc Automated model management methods
US10599984B1 (en) * 2018-03-20 2020-03-24 Verily Life Sciences Llc Validating a machine learning model after deployment
US10810512B1 (en) * 2018-03-21 2020-10-20 Verily Life Sciences Llc Validating a machine learning model prior to deployment
JP6513314B1 (ja) * 2018-07-30 2019-05-15 楽天株式会社 判定システム、判定方法及びプログラム
US11574144B2 (en) * 2019-01-07 2023-02-07 Microsoft Technology Licensing, Llc Performance of a computer-implemented model that acts as a multi-class classifier
WO2020219685A1 (en) * 2019-04-23 2020-10-29 Sciencelogic, Inc. Distributed learning anomaly detector
US11481682B2 (en) * 2020-05-07 2022-10-25 International Business Machines Corporation Dataset management in machine learning
US11475235B2 (en) * 2020-05-15 2022-10-18 Equifax Inc. Clustering techniques for machine learning models
US10970650B1 (en) * 2020-05-18 2021-04-06 King Abdulaziz University AUC-maximized high-accuracy classifier for imbalanced datasets

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2018063504A (ja) 2016-10-12 2018-04-19 株式会社リコー 生成モデル学習方法、装置及びプログラム
JP2020052935A (ja) 2018-09-28 2020-04-02 三菱電機インフォメーションシステムズ株式会社 学習済みモデルを生成する方法、データを分類する方法、コンピュータおよびプログラム

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