Joint leaf-refinement and ensemble pruning through L1 regularization
CC BY
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| Tác giả chính: | , |
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s10618-023-00921-z https://dlib.phenikaa-uni.edu.vn/handle/PNK/8321 |
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oai:localhost:PNK-83212023-04-26T03:32:41Z Joint leaf-refinement and ensemble pruning through L1 regularization Sebastian, Buschjäger Katharina, Morik machine learning applications Ensembles CC BY Ensembles are among the state-of-the-art in many machine learning applications. With the ongoing integration of ML models into everyday life, e.g., in the form of the Internet of Things, the deployment and continuous application of models become more and more an important issue. Therefore, small models that offer good predictive performance and use small amounts of memory are required. Ensemble pruning is a standard technique for removing unnecessary classifiers from a large ensemble that reduces the overall resource consumption and sometimes improves the performance of the original ensemble. Similarly, leaf-refinement is a technique that improves the performance of a tree ensemble by jointly re-learning the probability estimates in the leaf nodes of the trees, thereby allowing for smaller ensembles while preserving their predictive performance. 2023-04-26T03:32:41Z 2023-04-26T03:32:41Z 2023 Book https://link.springer.com/article/10.1007/s10618-023-00921-z https://dlib.phenikaa-uni.edu.vn/handle/PNK/8321 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
machine learning applications Ensembles |
| spellingShingle |
machine learning applications Ensembles Sebastian, Buschjäger Katharina, Morik Joint leaf-refinement and ensemble pruning through L1 regularization |
| description |
CC BY |
| format |
Book |
| author |
Sebastian, Buschjäger Katharina, Morik |
| author_facet |
Sebastian, Buschjäger Katharina, Morik |
| author_sort |
Sebastian, Buschjäger |
| title |
Joint leaf-refinement and ensemble pruning through L1
regularization |
| title_short |
Joint leaf-refinement and ensemble pruning through L1
regularization |
| title_full |
Joint leaf-refinement and ensemble pruning through L1
regularization |
| title_fullStr |
Joint leaf-refinement and ensemble pruning through L1
regularization |
| title_full_unstemmed |
Joint leaf-refinement and ensemble pruning through L1
regularization |
| title_sort |
joint leaf-refinement and ensemble pruning through l1
regularization |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s10618-023-00921-z https://dlib.phenikaa-uni.edu.vn/handle/PNK/8321 |
| _version_ |
1764268034051014656 |
| score |
8.881002 |