Heterogeneous Information Network-Based Scientific Workflow Recommendation for Complex Applications
Joint Authors
Wen, Yiping
Hou, Junjie
Yuan, Zhen
Zhou, Dong
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-03-19
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Scientific workflow is a valuable tool for various complicated large-scale data processing applications.
In recent years, the increasingly growing number of scientific processes available necessitates the development of recommendation techniques to provide automatic support for modelling scientific workflows.
In this paper, with the help of heterogeneous information network (HIN) and tags of scientific workflows, we organize scientific workflows as a HIN and propose a novel scientific workflow similarity computation method based on metapath.
In addition, the density peak clustering (DPC) algorithm is introduced into the recommendation process and a scientific workflow recommendation approach named HDSWR is proposed.
The effectiveness and efficiency of our approach are evaluated by extensive experiments with real-world scientific workflows.
American Psychological Association (APA)
Wen, Yiping& Hou, Junjie& Yuan, Zhen& Zhou, Dong. 2020. Heterogeneous Information Network-Based Scientific Workflow Recommendation for Complex Applications. Complexity،Vol. 2020, no. 2020, pp.1-16.
https://search.emarefa.net/detail/BIM-1141787
Modern Language Association (MLA)
Wen, Yiping…[et al.]. Heterogeneous Information Network-Based Scientific Workflow Recommendation for Complex Applications. Complexity No. 2020 (2020), pp.1-16.
https://search.emarefa.net/detail/BIM-1141787
American Medical Association (AMA)
Wen, Yiping& Hou, Junjie& Yuan, Zhen& Zhou, Dong. Heterogeneous Information Network-Based Scientific Workflow Recommendation for Complex Applications. Complexity. 2020. Vol. 2020, no. 2020, pp.1-16.
https://search.emarefa.net/detail/BIM-1141787
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1141787