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Joint leaf-refinement and ensemble pruning through L1 regularization

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Bibliographic Details
Main Authors: Sebastian, Buschjäger, Katharina, Morik
Format: Book
Language:English
Published: Springer 2023
Subjects:
machine learning applications
Ensembles
Online Access:https://link.springer.com/article/10.1007/s10618-023-00921-z
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8321
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spelling 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

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