An implementation and study of entropy and principal component analysis on Network Traffic
碩士 === 中原大學 === 通訊工程碩士學位學程 === 102 === It is a challenge task to conduct Entropy computation over the attributes of network packet header for high-speed computer network. In this thesis, we present a scheme to estimate entropy of high-speed network streams. It is based on the algorithm presented by...
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2014
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| Online Access: | http://ndltd.ncl.edu.tw/handle/36244177384974993391 |
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ndltd-TW-102CYCU56500902015-10-13T23:49:48Z http://ndltd.ncl.edu.tw/handle/36244177384974993391 An implementation and study of entropy and principal component analysis on Network Traffic 應用熵與主成分分析法於網路流量分析之實現與探討 Hui-Ping Yu 游輝評 碩士 中原大學 通訊工程碩士學位學程 102 It is a challenge task to conduct Entropy computation over the attributes of network packet header for high-speed computer network. In this thesis, we present a scheme to estimate entropy of high-speed network streams. It is based on the algorithm presented by Ashwin Lall et al., we replace the exact count by Count Sketch and use Reservoir Sampling to resolve the issue of unknown length of data stream. We implement the measurement system on a NetFPGA-10G platform with principal component analysis (PCA) for real-time network traffic analysis. Yu-Kuen Lai 賴裕昆 2014 學位論文 ; thesis 62 zh-TW |
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碩士 === 中原大學 === 通訊工程碩士學位學程 === 102 === It is a challenge task to conduct Entropy computation over the attributes of network packet header for high-speed computer network. In this thesis, we present a scheme to estimate entropy of high-speed network streams. It is based on the algorithm presented by Ashwin Lall et al., we replace the exact count by Count Sketch and use Reservoir Sampling to resolve the issue of unknown length of data stream. We implement the measurement system on a NetFPGA-10G platform with principal component analysis (PCA) for real-time network traffic analysis.
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| author2 |
Yu-Kuen Lai |
| author_facet |
Yu-Kuen Lai Hui-Ping Yu 游輝評 |
| author |
Hui-Ping Yu 游輝評 |
| spellingShingle |
Hui-Ping Yu 游輝評 An implementation and study of entropy and principal component analysis on Network Traffic |
| author_sort |
Hui-Ping Yu |
| title |
An implementation and study of entropy and principal component analysis on Network Traffic |
| title_short |
An implementation and study of entropy and principal component analysis on Network Traffic |
| title_full |
An implementation and study of entropy and principal component analysis on Network Traffic |
| title_fullStr |
An implementation and study of entropy and principal component analysis on Network Traffic |
| title_full_unstemmed |
An implementation and study of entropy and principal component analysis on Network Traffic |
| title_sort |
implementation and study of entropy and principal component analysis on network traffic |
| publishDate |
2014 |
| url |
http://ndltd.ncl.edu.tw/handle/36244177384974993391 |
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