DocumentCode
606541
Title
Interactive interfaces for complex network analysis: An information credibility perspective
Author
Schaffer, John ; Byungku Kang ; Hollerer, Tobias ; Hengchang Liu ; Chenji Pan ; Siyu Giyu ; O´Donovan, John
Author_Institution
Dept. of Comput. Sci., Univ. of California Santa Barbara, Santa Barbara, CA, USA
fYear
2013
fDate
18-22 March 2013
Firstpage
464
Lastpage
469
Abstract
This paper discusses and evaluates the impact of visualization and interaction strategies for extracting quality information from data in complex networks such as microblogs. Two different approaches to interactive visual representations of data are discussed: an interactive node-link graph and a novel approach where content is separated into interactive lists based on data properties. To assess the two approaches in terms of information credibility, the TopicNets system is compared with “Fluo”, a novel system. An analysis scenario is performed through each system on a set of big data filtered from the Twitter message service. The exposure of content, trade-offs between algorithmic power and interaction complexity, methods for content filtering, and strategies for recommending new content are assessed for each system. Fluo is found to improve on TopicNets ability to efficiently find relevant content primarily by providing a more structured content view, however, TopicNets is more customizable and boasts features which are critical for an expert analyst. The paper concludes with general insights on interface design for information filtering systems to maximize perceived quality of information.
Keywords
content management; data visualisation; information filtering; interactive systems; social networking (online); Fluo system; TopicNets system; Twitter message service; algorithmic power; complex network analysis; content filtering; data property; information credibility perspective; information filtering system; information quality; interaction complexity; interaction strategy; interactive data visual representation; interactive interface; interactive list; interactive node-link graph; interface design; microblog; quality information extraction; visualization strategy; Algorithm design and analysis; Analytical models; Complexity theory; Conferences; Data models; Data visualization; Twitter; credibility; information filtering; information networks; interaction; visualization;
fLanguage
English
Publisher
ieee
Conference_Titel
Pervasive Computing and Communications Workshops (PERCOM Workshops), 2013 IEEE International Conference on
Conference_Location
San Diego, CA
Print_ISBN
978-1-4673-5075-4
Electronic_ISBN
978-1-4673-5076-1
Type
conf
DOI
10.1109/PerComW.2013.6529542
Filename
6529542
Link To Document