Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks

碩士 === 國立臺中教育大學 === 數學教育學系 === 94 === The goal of this paper is trying to develop fusion methods for combining multiple Bayesian networks and to obtain better classification results than single Bayesian networks. Six fusion methods, Maximum, Minimum, Average, Product, Majority Vote and Fusion Struct...

Full description

Bibliographic Details
Main Authors: Tien-Yu,Hsieh, 謝典佑
Other Authors: Bor-Chen,Kuo
Format: Others
Language:zh-TW
Published: 2006
Online Access:http://ndltd.ncl.edu.tw/handle/06642102650546308286
id ndltd-TW-094NTCTC480010
record_format oai_dc
spelling ndltd-TW-094NTCTC4800102016-06-03T04:13:57Z http://ndltd.ncl.edu.tw/handle/06642102650546308286 Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks 多重貝氏網路在教育測驗上的應用 Tien-Yu,Hsieh 謝典佑 碩士 國立臺中教育大學 數學教育學系 94 The goal of this paper is trying to develop fusion methods for combining multiple Bayesian networks and to obtain better classification results than single Bayesian networks. Six fusion methods, Maximum, Minimum, Average, Product, Majority Vote and Fusion Structure were proposed and evaluated based on educational test data. The results show that the proposed fusion methods, Structure Fusion, with dynamic cut-point selection can improve the classification accuracy. Bor-Chen,Kuo 郭伯臣 2006 學位論文 ; thesis 107 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 國立臺中教育大學 === 數學教育學系 === 94 === The goal of this paper is trying to develop fusion methods for combining multiple Bayesian networks and to obtain better classification results than single Bayesian networks. Six fusion methods, Maximum, Minimum, Average, Product, Majority Vote and Fusion Structure were proposed and evaluated based on educational test data. The results show that the proposed fusion methods, Structure Fusion, with dynamic cut-point selection can improve the classification accuracy.
author2 Bor-Chen,Kuo
author_facet Bor-Chen,Kuo
Tien-Yu,Hsieh
謝典佑
author Tien-Yu,Hsieh
謝典佑
spellingShingle Tien-Yu,Hsieh
謝典佑
Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
author_sort Tien-Yu,Hsieh
title Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
title_short Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
title_full Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
title_fullStr Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
title_full_unstemmed Modeling Students' Learning Bugs and Skills Using Combining Multiple Bayesian Networks
title_sort modeling students' learning bugs and skills using combining multiple bayesian networks
publishDate 2006
url http://ndltd.ncl.edu.tw/handle/06642102650546308286
work_keys_str_mv AT tienyuhsieh modelingstudentslearningbugsandskillsusingcombiningmultiplebayesiannetworks
AT xièdiǎnyòu modelingstudentslearningbugsandskillsusingcombiningmultiplebayesiannetworks
AT tienyuhsieh duōzhòngbèishìwǎnglùzàijiàoyùcèyànshàngdeyīngyòng
AT xièdiǎnyòu duōzhòngbèishìwǎnglùzàijiàoyùcèyànshàngdeyīngyòng
_version_ 1718293181106225152