Independent path-based process recommendation algorithm for improving biomedical process modelling

Process recommendation is an important technique in business process management (BPM), which can be introduced to support modelling biomedical processes. However, most existing process recommendation algorithms in terms of behaviour (what tasks need to be executed in what order) suffer from the prob...

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Published inElectronics letters Vol. 56; no. 11; pp. 531 - 533
Main Authors Wang, Jiaxing, Tan, Dapeng, Cao, Bin, Fan, Jing, Deep, Samundra
Format Journal Article
LanguageEnglish
Published The Institution of Engineering and Technology 28.05.2020
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ISSN0013-5194
1350-911X
1350-911X
DOI10.1049/el.2019.3978

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Abstract Process recommendation is an important technique in business process management (BPM), which can be introduced to support modelling biomedical processes. However, most existing process recommendation algorithms in terms of behaviour (what tasks need to be executed in what order) suffer from the problem of state-space explosion when unfolding a process with many parallel patterns. To address this issue, the authors propose an independent path-based process recommendation algorithm to speed up the biomedical process recommendation while guaranteeing the accuracy. The experimental results of the proposed algorithm showed higher accuracy and better efficiency than the state-of-the-art algorithms.
AbstractList Process recommendation is an important technique in business process management (BPM), which can be introduced to support modelling biomedical processes. However, most existing process recommendation algorithms in terms of behaviour (what tasks need to be executed in what order) suffer from the problem of state‐space explosion when unfolding a process with many parallel patterns. To address this issue, the authors propose an independent path‐based process recommendation algorithm to speed up the biomedical process recommendation while guaranteeing the accuracy. The experimental results of the proposed algorithm showed higher accuracy and better efficiency than the state‐of‐the‐art algorithms.
Author Cao, Bin
Deep, Samundra
Wang, Jiaxing
Tan, Dapeng
Fan, Jing
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Cites_doi 10.1016/j.compind.2010.01.001
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Issue 11
Keywords recommender systems
biomedical process recommendation
independent path-based process recommendation algorithm
business process management
parallel patterns
medical computing
business data processing
biomedical process modelling
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StartPage 531
SubjectTerms biomedical process modelling
biomedical process recommendation
Biomedical technology
business data processing
business process management
independent path‐based process recommendation algorithm
medical computing
parallel patterns
recommender systems
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Title Independent path-based process recommendation algorithm for improving biomedical process modelling
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