An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
We explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various...
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2021-01-01
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Series: | Evidence-Based Complementary and Alternative Medicine |
Online Access: | http://dx.doi.org/10.1155/2021/6649331 |
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doaj-6d109bfac380498881225d011530d63a2021-04-05T00:01:00ZengHindawi LimitedEvidence-Based Complementary and Alternative Medicine1741-42882021-01-01202110.1155/2021/6649331An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic GastroparesisPing-Hsun Lu0Jui-Lin Keng1Fu-Ming Tsai2Po-Hsuan Lu3Chan-Yen Kuo4Department of Chinese MedicineDepartment of Applied MathematicsDepartment of ResearchDepartment of MedicineDepartment of ResearchWe explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various fields, such as business and medicine, to mine frequent patterns in datasets. To search for effective acupoint combinations in the treatment of DGP, we implemented Apriori algorithm to investigate the association rules of acupoints among 17 randomized controlled trials (RCTs). The acupoints were extracted from the 17 included RCTs. In total, 29 distinct acupoints were observed in the RCTs. The top 10 frequently selected acupoints were CV12, ST36, PC6, ST25, BL21, BL20, BL23, SP6, BL18, and ST21. The frequency pattern of acupoints achieved by using a frequent pattern growth algorithm also confirms the result. The results showed that the most associated rules were {BL23, BL18} ≥ {SP6}, {BL20, BL18} ≥ {PC6}, {PC6, BL18} ≥ {BL20}, and {SP6, BL18} ≥ {BL23} in the database. Acupoints, including BL23, BL18, SP6, BL20, and PC6, can be deemed as core elements of acupoint combinations for treating DGP.http://dx.doi.org/10.1155/2021/6649331 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ping-Hsun Lu Jui-Lin Keng Fu-Ming Tsai Po-Hsuan Lu Chan-Yen Kuo |
spellingShingle |
Ping-Hsun Lu Jui-Lin Keng Fu-Ming Tsai Po-Hsuan Lu Chan-Yen Kuo An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis Evidence-Based Complementary and Alternative Medicine |
author_facet |
Ping-Hsun Lu Jui-Lin Keng Fu-Ming Tsai Po-Hsuan Lu Chan-Yen Kuo |
author_sort |
Ping-Hsun Lu |
title |
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis |
title_short |
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis |
title_full |
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis |
title_fullStr |
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis |
title_full_unstemmed |
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis |
title_sort |
apriori algorithm-based association rule analysis to identify acupoint combinations for treating diabetic gastroparesis |
publisher |
Hindawi Limited |
series |
Evidence-Based Complementary and Alternative Medicine |
issn |
1741-4288 |
publishDate |
2021-01-01 |
description |
We explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various fields, such as business and medicine, to mine frequent patterns in datasets. To search for effective acupoint combinations in the treatment of DGP, we implemented Apriori algorithm to investigate the association rules of acupoints among 17 randomized controlled trials (RCTs). The acupoints were extracted from the 17 included RCTs. In total, 29 distinct acupoints were observed in the RCTs. The top 10 frequently selected acupoints were CV12, ST36, PC6, ST25, BL21, BL20, BL23, SP6, BL18, and ST21. The frequency pattern of acupoints achieved by using a frequent pattern growth algorithm also confirms the result. The results showed that the most associated rules were {BL23, BL18} ≥ {SP6}, {BL20, BL18} ≥ {PC6}, {PC6, BL18} ≥ {BL20}, and {SP6, BL18} ≥ {BL23} in the database. Acupoints, including BL23, BL18, SP6, BL20, and PC6, can be deemed as core elements of acupoint combinations for treating DGP. |
url |
http://dx.doi.org/10.1155/2021/6649331 |
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