Social Media Visual Analytics for Events
نویسندگان
چکیده
For large-scale multimedia events such as televised debates and speeches, the amount of content on social media channels such as Facebook or Twitter can easily become overwhelming, yet still contain information that may aid and augment understanding of the multimedia content via individual social media items, or aggregate information from the crowd’s response. In this work we discuss this opportunity in the context of a social media visual analytic tool, Vox Civitas, designed to help journalists, media professionals, or other researchers make sense of large-scale aggregations of social media content around multimedia broadcast events. We discuss the design of the tool, present and evaluate the text analysis techniques used to enable the presentation, and detail the visual and interaction design. We provide an exploratory evaluation based on a user study in which journalists interacted with the system to analyze and report on a dataset of over one hundred thousand Twitter messages collected during the broadcast of the U.S. State of the Union presidential address in 2010.
منابع مشابه
I-SI: Scalable Architecture for Analyzing Latent Topical-Level Information From Social Media Data
We present a general visual analytics architecture that is constructed and implemented to effectively analyze unstructured social media data on a large scale. Pipelined based on a high-performance cluster configuration, MPI processing, and interactive visual analytics interfaces, our architecture, I-SI, closely integrates data-driven analytical methods and user-centered visual analytics. It cre...
متن کاملE-Map: A Visual Analytics Approach for Exploring Significant Event Evolutions in Social Media
Significant events are often discussed and spread through social media, involving many people. Reposting activities and opinions expressed in social media offer good opportunities to understand the evolution of events. However, the dynamics of reposting activities and the diversity of user comments pose challenges to understand event-related social media data. We propose E-Map, a visual analyti...
متن کاملOrganizing Images from Social Media to Monitor Real-World Events
Everyday, millions of images are posted in social media websites online. Given that in social media websites there are no guarantees of image precedence and quality, making sense of social media imagery presents itself as a challenging task. In this paper, we describe the architecture of a system developed to facilitate the analysis of social media imagery. Our system combines both low-level an...
متن کاملSocial Media Visual Analytics for Emergency Management: A Systematic Mapping
Social media visual analytics are becoming important in helping emergency managers gain situation awareness and make better decisions. In this paper, we present a systematic mapping to understand how the field is structured, find out what research topics exists in social media visual analytics for emergencies, and understand what the visual analytics application categories in this area are. Thi...
متن کاملQuantifying Visual-Representativeness of Social Image Tags Using Image Tag Clarity
Part I Social Media Content Analysis Quantifying Visual-Representativeness of Social Image Tags Using Image Tag Clarity . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Aixin Sun and Sourav S. Bhowmick Tag-Based Social Image Search: Toward Relevant and Diverse Results . . 25 Kuiyuan Yang, Meng Wang, Xian-Sheng Hua, and Hong-Jiang Zhang Social Image Tag Ranking by Two-View Learning . . ...
متن کامل