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PCMIgr: a fast packet classification method based on information gain ratio

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Bibliographic Details
Main Authors: Yuzhu, Cheng, Qiuying, Shi
Format: Book
Language:English
Published: Springer 2023
Subjects:
PCMIgr
information entropy
Online Access:https://link.springer.com/article/10.1007/s11227-022-04951-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7330
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spelling oai:localhost:PNK-73302023-03-30T04:12:36Z PCMIgr: a fast packet classification method based on information gain ratio Yuzhu, Cheng Qiuying, Shi PCMIgr information entropy CC BY To solve the problem of ambiguous attribute selection in existing decision tree classification algorithms, a decision tree construction method based on information entropy, PCMIgr, is proposed. PCMIgr is a heuristic method based on greedy strategy. At each decision tree node, when it is necessary to select classification attributes for division, the attribute with the highest information gain ratio is selected. The main innovation of this method is that the attribute selection in the traditional classification method based on decision tree is optimized, and the classification efficiency of the constructed decision tree is improved compared with that before optimization. 2023-03-30T04:12:36Z 2023-03-30T04:12:36Z 2023 Book https://link.springer.com/article/10.1007/s11227-022-04951-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7330 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic PCMIgr
information entropy
spellingShingle PCMIgr
information entropy
Yuzhu, Cheng
Qiuying, Shi
PCMIgr: a fast packet classification method based on information gain ratio
description CC BY
format Book
author Yuzhu, Cheng
Qiuying, Shi
author_facet Yuzhu, Cheng
Qiuying, Shi
author_sort Yuzhu, Cheng
title PCMIgr: a fast packet classification method based on information gain ratio
title_short PCMIgr: a fast packet classification method based on information gain ratio
title_full PCMIgr: a fast packet classification method based on information gain ratio
title_fullStr PCMIgr: a fast packet classification method based on information gain ratio
title_full_unstemmed PCMIgr: a fast packet classification method based on information gain ratio
title_sort pcmigr: a fast packet classification method based on information gain ratio
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11227-022-04951-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7330
_version_ 1761821913798148096
score 8.891145

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