ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS
Gradient boosting method with random rotations is considered, where before training each base learner random rotation is applied to the feature space. The accuracy metric of the given method is estimated for a broad range of generated problems of binary classification. Obtained results are evaluated...
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| Format: | Article |
| Language: | Russian |
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Plekhanov Russian University of Economics
2016-08-01
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| Series: | Статистика и экономика |
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| Online Access: | https://statecon.rea.ru/jour/article/view/1020 |
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| _version_ | 1849774933523038208 |
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| author | Victor V. Kitov |
| author_facet | Victor V. Kitov |
| author_sort | Victor V. Kitov |
| collection | DOAJ |
| description | Gradient boosting method with random rotations is considered, where before training each base learner random rotation is applied to the feature space. The accuracy metric of the given method is estimated for a broad range of generated problems of binary classification. Obtained results are evaluated and recommendations given for application of this method. |
| format | Article |
| id | doaj-art-92268d21897d4635a9acee00105e9475 |
| institution | DOAJ |
| issn | 2500-3925 |
| language | Russian |
| publishDate | 2016-08-01 |
| publisher | Plekhanov Russian University of Economics |
| record_format | Article |
| series | Статистика и экономика |
| spelling | doaj-art-92268d21897d4635a9acee00105e94752025-08-20T03:01:34ZrusPlekhanov Russian University of EconomicsСтатистика и экономика2500-39252016-08-0104222610.21686/2500-3925-2016-4-22-261019ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONSVictor V. Kitov0Moscow State University; National Research University “Higher School of Economics”; Plekhanov Russian University of EconomicsGradient boosting method with random rotations is considered, where before training each base learner random rotation is applied to the feature space. The accuracy metric of the given method is estimated for a broad range of generated problems of binary classification. Obtained results are evaluated and recommendations given for application of this method.https://statecon.rea.ru/jour/article/view/1020forecastingclassificationgradient boostingrandom rotations |
| spellingShingle | Victor V. Kitov ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS Статистика и экономика forecasting classification gradient boosting random rotations |
| title | ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS |
| title_full | ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS |
| title_fullStr | ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS |
| title_full_unstemmed | ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS |
| title_short | ACCURACY ANALYSIS OF THE GRADIENT BOOSTING METHOD WITH RANDOM ROTATIONS |
| title_sort | accuracy analysis of the gradient boosting method with random rotations |
| topic | forecasting classification gradient boosting random rotations |
| url | https://statecon.rea.ru/jour/article/view/1020 |
| work_keys_str_mv | AT victorvkitov accuracyanalysisofthegradientboostingmethodwithrandomrotations |