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BiDaML: A suite of visual languages for supporting end-user data analytics
conference contribution
posted on 2019-01-01, 00:00 authored by H Khalajzadeh, Mohamed AbdelrazekMohamed Abdelrazek, John Grundy, J Hosking, Q He© 2019 IEEE. We introduce Big Data Analytics Modeling Languages (BiDaML), a novel integrated suite of visual languages aimed at supporting end users during the process of designing big data analytics solutions. BiDaML comprises five diagrammatic notations: A data analytics brainstorming diagram; a process diagram; technique diagrams; data diagrams; and output diagrams. Tool support in the form of an integrated design environment for creating BiDaML diagrams has also been developed. To demonstrate the utility of BiDaML, we illustrate our approach with a real-world example of property price prediction and evaluate BiDaML using the physics of notations and cognitive walkthroughs with target end users-data scientists and software engineers.
History
Event
IEEE International Congress on Big Data (2019 : Milan, Italy)Pagination
93 - 97Publisher
IEEELocation
Milan, ItalyPlace of publication
Piscataway, N.J.Publisher DOI
Start date
2019-07-08End date
2019-07-13ISBN-13
9781728127729Language
engPublication classification
E1 Full written paper - refereedTitle of proceedings
BigDataCongress 2019 : Proceedings of the 2019 IEEE International Congress on Big DataUsage metrics
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