MobiGroup: Enabling Lifecycle Support to Social Activity Organization and Suggestion With Mobile Crowd Sensing

Bin Guo, Zhiwen Yu, Liming (Luke) Chen, Xinghe Zhou, Xiaojuan Ma

Research output: Contribution to journalArticle

35 Citations (Scopus)
1 Downloads (Pure)

Abstract

This paper presents a group-aware mobile crowd sensing system called MobiGroup, which supports group activity organization in real-world settings. Acknowledging the complexity and diversity of group activities, this paper introduces a formal concept model to characterize group activities and classifies them into four organizational stages. We then present an intelligent approach to support group activity preparation, including a heuristic rule-based mechanism for advertising public activity and a context-based method for private group formation. In addition, we leverage features extracted from both online and offline communities to recommend ongoing events to attendees with different needs. Compared with the baseline method, people preferred public activities suggested by our heuristic rule-based method. Using a dataset collected from 45 participants, we found that the context-based approach for private group formation can attain a precision and recall of over 80%, and the usage of spatial-temporal contexts and group computing can have more than a 30% performance improvement over considering the interaction frequency between a user and related groups. A case study revealed that, by extracting the features such as dynamic intimacy and static intimacy, our cross-community approach for ongoing event recommendation can meet different user needs.
Original languageEnglish
Pages (from-to)390-402
Number of pages13
JournalIEEE Transactions on Human-Machine Systems
Volume46
Issue number3
Early online date11 Dec 2015
DOIs
Publication statusPublished - 13 May 2016

Fingerprint Dive into the research topics of 'MobiGroup: Enabling Lifecycle Support to Social Activity Organization and Suggestion With Mobile Crowd Sensing'. Together they form a unique fingerprint.

Cite this