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Hostility measure for multi-level study of data complexity

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Main Authors: Carmen, Lancho, Isaac Martín De Diego, Diego, Marina, Cuesta
Format: Book
Language:English
Published: Springer 2023
Subjects:
measure offering a multi-level
complexity of supervised data
Online Access:https://link.springer.com/article/10.1007/s10489-022-03793-w
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7392
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spelling oai:localhost:PNK-73922023-03-31T07:44:37Z Hostility measure for multi-level study of data complexity Carmen, Lancho Isaac Martín De Diego, Diego Marina, Cuesta measure offering a multi-level complexity of supervised data CC BY omplexity measures aim to characterize the underlying complexity of supervised data. These measures tackle factors hindering the performance of Machine Learning (ML) classifiers like overlap, density, linearity, etc. The state-of-the-art has mainly focused on the dataset perspective of complexity, i.e., offering an estimation of the complexity of the whole dataset. Recently, the instance perspective has also been addressed. In this paper, the hostility measure, a complexity measure offering a multi-level (instance, class, and dataset) perspective of data complexity is proposed. 2023-03-31T07:44:37Z 2023-03-31T07:44:37Z 2023 Book https://link.springer.com/article/10.1007/s10489-022-03793-w https://dlib.phenikaa-uni.edu.vn/handle/PNK/7392 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic measure offering a multi-level
complexity of supervised data
spellingShingle measure offering a multi-level
complexity of supervised data
Carmen, Lancho
Isaac Martín De Diego, Diego
Marina, Cuesta
Hostility measure for multi-level study of data complexity
description CC BY
format Book
author Carmen, Lancho
Isaac Martín De Diego, Diego
Marina, Cuesta
author_facet Carmen, Lancho
Isaac Martín De Diego, Diego
Marina, Cuesta
author_sort Carmen, Lancho
title Hostility measure for multi-level study of data complexity
title_short Hostility measure for multi-level study of data complexity
title_full Hostility measure for multi-level study of data complexity
title_fullStr Hostility measure for multi-level study of data complexity
title_full_unstemmed Hostility measure for multi-level study of data complexity
title_sort hostility measure for multi-level study of data complexity
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10489-022-03793-w
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7392
_version_ 1761912527078293504
score 8.887836

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