A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier
碩士 === 國立清華大學 === 數學系 === 103 === In this thesis, we use two algorithms, AdaBoostCascadeSVM.PL and AdaBoostCascadeRVM.PL, which to verify the effect of classification with dynamic adjustment C value, and observe the performance of accuracy and computation time. In AdaBoostCascadeSVM.PL, classificati...
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ndltd-TW-103NTHU54790152016-08-15T04:17:32Z http://ndltd.ncl.edu.tw/handle/47748016124516402420 A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier 基於Cascade SVM之平行化AdaBoost分類器之研究 Zeng, Kai Yi 曾開一 碩士 國立清華大學 數學系 103 In this thesis, we use two algorithms, AdaBoostCascadeSVM.PL and AdaBoostCascadeRVM.PL, which to verify the effect of classification with dynamic adjustment C value, and observe the performance of accuracy and computation time. In AdaBoostCascadeSVM.PL, classification with dynamic adjustment C value can save 22~30 computation time, and receive the similar accuracy when C value equal 25 and 50. On the other hand, the complexity of AdaBoostCascadeRVM.PL is too high to obtain classifier efficiently. Hu, Tien Chung 胡殿中 2014 學位論文 ; thesis 30 zh-TW |
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碩士 === 國立清華大學 === 數學系 === 103 === In this thesis, we use two algorithms, AdaBoostCascadeSVM.PL and AdaBoostCascadeRVM.PL, which to verify the effect of classification with dynamic adjustment C value, and observe the performance of accuracy and computation time. In AdaBoostCascadeSVM.PL, classification with dynamic adjustment C value can save 22~30 computation time, and receive the similar accuracy when C value equal 25 and 50. On the other hand, the complexity of AdaBoostCascadeRVM.PL is too high to obtain classifier efficiently.
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Hu, Tien Chung |
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Hu, Tien Chung Zeng, Kai Yi 曾開一 |
author |
Zeng, Kai Yi 曾開一 |
spellingShingle |
Zeng, Kai Yi 曾開一 A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
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Zeng, Kai Yi |
title |
A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
title_short |
A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
title_full |
A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
title_fullStr |
A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
title_full_unstemmed |
A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier |
title_sort |
study on parallel adaboost with cascade svm-based component classifier |
publishDate |
2014 |
url |
http://ndltd.ncl.edu.tw/handle/47748016124516402420 |
work_keys_str_mv |
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