Name
Abstract | ||
|---|---|---|
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. |
Year | DOI | Venue |
|---|---|---|
2019 | 10.1109/BigDataCongress.2019.00025 | 2019 IEEE International Congress on Big Data (BigDataCongress) |
Keywords | Field | DocType |
big data analytics,big data modeling,big data toolkits,domain specific visual languages,end user tools | Data analysis,Software engineering,End user,Suite,Diagrammatic reasoning,Computer science,Process flow diagram,Modeling language,Software,Big data,Database | Conference |
ISSN | ISBN | Citations |
2379-7703 | 978-1-7281-2773-6 | 2 |
PageRank | References | Authors |
0.40 | 0 | 5 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Hourieh Khalajzadeh | 1 | 13 | 6.05 |
| Mohamed Abdelrazek | 2 | 87 | 14.62 |
| John C. Grundy | 3 | 2401 | 233.83 |
| John G. Hosking | 4 | 1000 | 91.44 |
| Qiang He | 5 | 201 | 21.72 |