Back to Search
Start Over
UserDEV
- Source :
- HILDA@SIGMOD, Human In the Loop Analytics (HILDA) 2019, Human In the Loop Analytics (HILDA) 2019, Jun 2019, Amsterdam, Netherlands. ⟨10.1145/1122445.1122456⟩
- Publication Year :
- 2019
- Publisher :
- ACM, 2019.
-
Abstract
- International audience; The increasing availability of user data constitutes new opportunities in various applications ranging from behavioral analytics to recommendations. A common way of analyzing user data is through "user group analytics" whose purpose is to breakdown users into groups to gain a more focused understanding of their collective behavior. The process consists of group discovery, group exploration, and group visualization. To date, user group analyt-ics is done using separate tools which makes it fragmented and burdensome for analysts. In this paper, we describe UserDEV, a full-fledged user group analytics pipeline which combines discovery, exploration, and visualization of user groups, in a fully-connected fashion. UserDEV contributes a star-like architecture as well as a common data exchange model to tighten connections between the analytics components. We provide a realistic use case to show how UserDEV helps analysts perform analytical tasks on user groups. While we report a preliminary user study, we also discuss opportunities for an end-to-end evaluation of a group analytics framework.
- Subjects :
- Group (mathematics)
Computer science
Process (engineering)
business.industry
020207 software engineering
02 engineering and technology
Data science
Pipeline (software)
Visualization
Data exchange
Analytics
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
[INFO]Computer Science [cs]
Behavioral analytics
business
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Proceedings of the Workshop on Human-In-the-Loop Data Analytics
- Accession number :
- edsair.doi.dedup.....7a0b491904f063deb5915ec9f5a45a14
- Full Text :
- https://doi.org/10.1145/3328519.3329128