A Study on Parallel AdaBoost with Cascade SVM-based Component Classifier

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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Main Authors: Zeng, Kai Yi, 曾開一
Other Authors: Hu, Tien Chung
Format: Others
Language:zh-TW
Published: 2014
Online Access:http://ndltd.ncl.edu.tw/handle/47748016124516402420
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spelling 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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language zh-TW
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description 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.
author2 Hu, Tien Chung
author_facet 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
author_sort 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
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AT céngkāiyī jīyúcascadesvmzhīpíngxínghuàadaboostfēnlèiqìzhīyánjiū
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AT céngkāiyī studyonparalleladaboostwithcascadesvmbasedcomponentclassifier
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