Online Learning for 4G/LTE Network Traffic Data Classification
碩士 === 國立交通大學 === 統計學研究所 === 105 === Based on online-learning algorithm, we can create a dynamic model, and we can transform a linear predictor into a non-linear one by using kernel functions. This study derives a new non-linear online-learning algorithm by combining the famous online learning algor...
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2017
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| Online Access: | http://ndltd.ncl.edu.tw/handle/pvq68b |
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ndltd-TW-105NCTU53370182019-05-16T00:08:10Z http://ndltd.ncl.edu.tw/handle/pvq68b Online Learning for 4G/LTE Network Traffic Data Classification 在線學習運用於4G/LTE網路流量資料辨識 Hsi, Wei-Chen 席瑋辰 碩士 國立交通大學 統計學研究所 105 Based on online-learning algorithm, we can create a dynamic model, and we can transform a linear predictor into a non-linear one by using kernel functions. This study derives a new non-linear online-learning algorithm by combining the famous online learning algorithm, Passive-Aggressive algorithm with kernels and conception of budget. The new algorithm creates a non-linear predictor, and manage the resources which the model used. Finally both the new algorithm and the original Passive-Aggressive algorithm are perform on the 4G LTE network traffic data. Lu, Horng-Shing 盧鴻興 2017 學位論文 ; thesis 30 en_US |
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en_US |
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Others
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碩士 === 國立交通大學 === 統計學研究所 === 105 === Based on online-learning algorithm, we can create a dynamic model, and we can transform a linear predictor into a non-linear one by using kernel functions. This study derives a new non-linear online-learning algorithm by combining the famous online learning algorithm, Passive-Aggressive algorithm with kernels and conception of budget. The new algorithm creates a non-linear predictor, and manage the resources which the model used. Finally both the new algorithm and the original Passive-Aggressive algorithm are perform on the 4G LTE network traffic data.
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Lu, Horng-Shing |
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Lu, Horng-Shing Hsi, Wei-Chen 席瑋辰 |
| author |
Hsi, Wei-Chen 席瑋辰 |
| spellingShingle |
Hsi, Wei-Chen 席瑋辰 Online Learning for 4G/LTE Network Traffic Data Classification |
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Hsi, Wei-Chen |
| title |
Online Learning for 4G/LTE Network Traffic Data Classification |
| title_short |
Online Learning for 4G/LTE Network Traffic Data Classification |
| title_full |
Online Learning for 4G/LTE Network Traffic Data Classification |
| title_fullStr |
Online Learning for 4G/LTE Network Traffic Data Classification |
| title_full_unstemmed |
Online Learning for 4G/LTE Network Traffic Data Classification |
| title_sort |
online learning for 4g/lte network traffic data classification |
| publishDate |
2017 |
| url |
http://ndltd.ncl.edu.tw/handle/pvq68b |
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