Improved Direct Hashing and Pruning for Mining Association Rules
碩士 === 康寧大學 === 數位應用研究所 === 101 === Algorithms applied in association rules is the key to data mining. Their functions focus on finding associations of varieties of item combinations, thus the time and space complexity increases rapidly when the process is reaching its minimum support and minimum co...
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ndltd-TW-101LU0053950112017-05-12T04:27:43Z http://ndltd.ncl.edu.tw/handle/45316850820036518527 Improved Direct Hashing and Pruning for Mining Association Rules DHP演算法於探勘關聯規則之改進 Yen-Cho Liu 劉彥卓 碩士 康寧大學 數位應用研究所 101 Algorithms applied in association rules is the key to data mining. Their functions focus on finding associations of varieties of item combinations, thus the time and space complexity increases rapidly when the process is reaching its minimum support and minimum confidence. In this research, we propose a scheme, Improved Direct Hashing and Pruning (IDHP) algorithm, to improve the efficiency by deleting the non-frequent items early. The simulation results show that our IDHP algorithm achieves better computational efficiency than the traditional DHP algorithm. Tzan-ShiShiun Yangn 楊贊勳 2013 學位論文 ; thesis 64 zh-TW |
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碩士 === 康寧大學 === 數位應用研究所 === 101 === Algorithms applied in association rules is the key to data mining. Their functions focus on finding associations of varieties of item combinations, thus the time and space complexity increases rapidly when the process is reaching its minimum support and minimum confidence. In this research, we propose a scheme, Improved Direct Hashing and Pruning (IDHP) algorithm, to improve the efficiency by deleting the non-frequent items early. The simulation results show that our IDHP algorithm achieves better computational efficiency than the traditional DHP algorithm.
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Tzan-ShiShiun Yangn |
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Tzan-ShiShiun Yangn Yen-Cho Liu 劉彥卓 |
author |
Yen-Cho Liu 劉彥卓 |
spellingShingle |
Yen-Cho Liu 劉彥卓 Improved Direct Hashing and Pruning for Mining Association Rules |
author_sort |
Yen-Cho Liu |
title |
Improved Direct Hashing and Pruning for Mining Association Rules |
title_short |
Improved Direct Hashing and Pruning for Mining Association Rules |
title_full |
Improved Direct Hashing and Pruning for Mining Association Rules |
title_fullStr |
Improved Direct Hashing and Pruning for Mining Association Rules |
title_full_unstemmed |
Improved Direct Hashing and Pruning for Mining Association Rules |
title_sort |
improved direct hashing and pruning for mining association rules |
publishDate |
2013 |
url |
http://ndltd.ncl.edu.tw/handle/45316850820036518527 |
work_keys_str_mv |
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