JP2020187408A5 - - Google Patents
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- JP2020187408A5 JP2020187408A5 JP2019089769A JP2019089769A JP2020187408A5 JP 2020187408 A5 JP2020187408 A5 JP 2020187408A5 JP 2019089769 A JP2019089769 A JP 2019089769A JP 2019089769 A JP2019089769 A JP 2019089769A JP 2020187408 A5 JP2020187408 A5 JP 2020187408A5
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前記学習データおよび前記ラベルから学習した前記分類器による、前記ラベルなしデータの前記分類クラスへの分類確率および分類の不確定度を算定する処理と、
前記学習データおよび前記オラクルの情報から学習した所定のオラクル分類器による、前記ラベルなしデータの前記オラクルへの分類確率および分類の確信度を算定する処理と、
前記不確定度と前記確信度の和が大きい順に、所定数の前記ラベルなしデータを選択する処理と、
前記選択したラベルなしデータの前記分類確率が高い順に、所定数の前記オラクルにラベル付与を依頼する処理と、
を実行することを特徴とする学習データ作成支援方法。 Unlabeled data that is not labeled to indicate the classification class when classifying data by a predetermined classifier, and training data that is necessary for learning the classifier, and the label given by Oracle with respect to the unlabeled data and the Oracle. An information processing device that holds learning data including information in a storage device
A process of calculating the classification probability and classification uncertainty of the unlabeled data into the classification class by the training data and the classifier learned from the label.
A process of calculating the classification probability and classification certainty of the unlabeled data into the oracle by a predetermined oracle classifier learned from the training data and the information of the oracle.
A process of selecting a predetermined number of the unlabeled data in descending order of the sum of the uncertainty and the certainty.
A process of requesting a predetermined number of the oracles to label the selected unlabeled data in descending order of the classification probability.
A learning data creation support method characterized by executing.
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JP2019089769A JP7213138B2 (en) | 2019-05-10 | 2019-05-10 | LEARNING DATA CREATE SUPPORT SYSTEM AND LEARNING DATA CREATE SUPPORT METHOD |
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JP2019089769A JP7213138B2 (en) | 2019-05-10 | 2019-05-10 | LEARNING DATA CREATE SUPPORT SYSTEM AND LEARNING DATA CREATE SUPPORT METHOD |
Publications (3)
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JP2020187408A JP2020187408A (en) | 2020-11-19 |
JP2020187408A5 true JP2020187408A5 (en) | 2021-12-09 |
JP7213138B2 JP7213138B2 (en) | 2023-01-26 |
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JP2019089769A Active JP7213138B2 (en) | 2019-05-10 | 2019-05-10 | LEARNING DATA CREATE SUPPORT SYSTEM AND LEARNING DATA CREATE SUPPORT METHOD |
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Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
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US8027939B2 (en) * | 2006-11-02 | 2011-09-27 | Siemens Medical Solutions Usa, Inc. | Automatic labeler assignment using a model built from multi-labeler data |
JP6662301B2 (en) * | 2015-01-07 | 2020-03-11 | 日本電気株式会社 | Learning device, classifier, learning method and program |
JP2017211689A (en) * | 2016-05-23 | 2017-11-30 | 株式会社ツクタ技研 | Classification model device, classification model learning method, and classification model learning program |
JP6946081B2 (en) * | 2016-12-22 | 2021-10-06 | キヤノン株式会社 | Information processing equipment, information processing methods, programs |
CN111902829A (en) * | 2018-03-29 | 2020-11-06 | 索尼公司 | Information processing apparatus, information processing method, and program |
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