P2P Traffic Identification Based Over-Sampling Technique
A new approach that transfers the multi-class imbalanced problem into simple two-class imbalanced problem was proposed, and a mended SMOTE over-sampling algorithm to enrich the P2P concept was applied. The experimental results show the approach can efficiently improve the P2P identifying rate using...
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| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2014-04-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.04.016/ |
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| _version_ | 1841529348512808960 |
|---|---|
| author | Yaguan Qian Min Zhang |
| author_facet | Yaguan Qian Min Zhang |
| author_sort | Yaguan Qian |
| collection | DOAJ |
| description | A new approach that transfers the multi-class imbalanced problem into simple two-class imbalanced problem was proposed, and a mended SMOTE over-sampling algorithm to enrich the P2P concept was applied. The experimental results show the approach can efficiently improve the P2P identifying rate using the Naïve Bayes model. |
| format | Article |
| id | doaj-art-933d681e2e224adcb6d8f866659f7921 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2014-04-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-933d681e2e224adcb6d8f866659f79212025-01-15T03:20:06ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012014-04-013010911359622522P2P Traffic Identification Based Over-Sampling TechniqueYaguan QianMin ZhangA new approach that transfers the multi-class imbalanced problem into simple two-class imbalanced problem was proposed, and a mended SMOTE over-sampling algorithm to enrich the P2P concept was applied. The experimental results show the approach can efficiently improve the P2P identifying rate using the Naïve Bayes model.http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.04.016/class imbalanceover-samplingP2P traffic identification |
| spellingShingle | Yaguan Qian Min Zhang P2P Traffic Identification Based Over-Sampling Technique Dianxin kexue class imbalance over-sampling P2P traffic identification |
| title | P2P Traffic Identification Based Over-Sampling Technique |
| title_full | P2P Traffic Identification Based Over-Sampling Technique |
| title_fullStr | P2P Traffic Identification Based Over-Sampling Technique |
| title_full_unstemmed | P2P Traffic Identification Based Over-Sampling Technique |
| title_short | P2P Traffic Identification Based Over-Sampling Technique |
| title_sort | p2p traffic identification based over sampling technique |
| topic | class imbalance over-sampling P2P traffic identification |
| url | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.04.016/ |
| work_keys_str_mv | AT yaguanqian p2ptrafficidentificationbasedoversamplingtechnique AT minzhang p2ptrafficidentificationbasedoversamplingtechnique |