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Real-Time Visual Analysis of High-Volume Social Media Posts [article]

Johannes Knittel, Steffen Koch, Tan Tang, Wei Chen, Yingcai Wu, Shixia Liu, Thomas Ertl
2021 arXiv   pre-print
In this work, we present an interactive system that enables the visual analysis of streaming social media data on a large scale in real-time.  ...  The real-time analysis of posts on such platforms can reveal valuable and timely insights for journalists, politicians, business analysts, and first responders, but the high number and diversity of new  ...  ACKNOWLEDGMENTS This research was supported by the German Science Foundation (DFG) as part of the project VAOST (392087235) and as part of the Priority Program VA4VGI (SPP 1894).  ... 
arXiv:2108.03052v1 fatcat:xyqsczefsjhdno6x2gag6dr5k4


Richard McCreadie, Craig Macdonald, Iadh Ounis
2016 Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval - SIGIR '16  
The Emergency Analysis Identification and Management System (EAIMS) is a prototype service that provides real-time detection of emergency events, related information finding and credibility analysis tools  ...  However, there is currently a lack of tools that enable civil protection agencies to easily make use of social media.  ...  The above approach generates a relatively high volume of candidate events (hundreds per hour) over time, and are not specific to the interests of the user.  ... 
doi:10.1145/2911451.2911460 dblp:conf/sigir/McCreadieMO16 fatcat:5zpqmgxngnd4ncqxkx4qaviqzm

Studying Animation for Real-Time Visual Analytics: A Design Study of Social Media Analytics in Emergency Management

Nadya A. Calderon, Richard Arias-Hernandez, Brian Fisher
2014 2014 47th Hawaii International Conference on System Sciences  
This paper presents preliminary results on a research-based design principle for the use of animation in real-time visual analytics, targeted to support the real-time analysis of social media data in emergency  ...  real-time sense-making; and (3) the effective analysis of social media streams even when some critical attributes are absent.  ...  , and the need for real-time processing and analysis of streaming social media data.  ... 
doi:10.1109/hicss.2014.176 dblp:conf/hicss/CalderonAF14 fatcat:lrsdwoqb7bbbdjkbwvcosee2ca

Social Media Big Data Analysis: Towards Enhancing Competitiveness of Firms in a Post-Pandemic World

Abdelaziz Darwiesh, Mohammed. I Alghamdi, A. H. El-Baz, Mohamed Elhoseny, M. Praveen Kumar Reddy
2022 Journal of Healthcare Engineering  
The proposed framework utilizes some of the most significant tools in this era, such as social media and big data analysis for business intelligence systems.  ...  In this paper, we proposed an advanced business intelligence framework for firms in a post-pandemic phase to increase their performance and productivity.  ...  (vi) Converting actions on social media platforms as like to buy action can be done by utilizing real-time data and big data analysis techniques.  ... 
doi:10.1155/2022/6967158 pmid:35281539 pmcid:PMC8913073 fatcat:gfjf2zrbefe6bhaarqw5l243ta

MEWS: Real-time Social Media Manipulation Detection and Analysis [article]

Trenton W. Ford, William Theisen, Michael Yankoski, Tom Henry, Farah Khashman, Katherine R. Dearstyne, Tim Weninger
2022 arXiv   pre-print
It describes the various aspects of the ingestion, manipulation detection, and graphing algorithms employed to determine--in near real-time--the relationships between social media images as they emerge  ...  and spread on social media platforms.  ...  To provide such capacity, we have developed a real-time social media manipulation detection (2020) .  ... 
arXiv:2205.05783v2 fatcat:wmvinrd6kzfoho5sj2tg7263dy

Building a Social Newsroom: Visual Analytics for Social Business Intelligence

Christopher J. Zimmerman, Henricus T.W.J. Wessels, Ravi Vatrapu
2015 2015 IEEE 19th International Enterprise Distributed Object Computing Workshop  
Insufficient data visualization in current social media tools is hampering opportunities to make effective meaning and take decisive action from social data.  ...  The construction of specific interfaces is detailed including monitoring dashboards and insights pillars for visual analytics.  ...  (lack of dashboards that integrate real-time monitoring and post hoc reporting of social media marketing campaigns).  ... 
doi:10.1109/edocw.2015.20 dblp:conf/edoc/ZimmermanWV15 fatcat:zu25xyniovaudioytx4oawbknm

Visual Analysis of Real-time Social Media for Emergency Response

Suvodeep Mazumdar, Vitaveska Lanfranchi, Neil Ireson, Fabio Ciravegna
2014 Extended Semantic Web Conference  
Our paper presents our approach to analysing Real-Time Social Media data streams using Visual Analytic techniques.  ...  The role of Social Media in complimenting such sources of information is thus invaluable and Social Media has been recognised as a key element of assessing evolving situations.  ...  Introduction The challenge of gathering a good understanding of large volumes of Social Media data streams is a significant one.  ... 
dblp:conf/esws/MazumdarLIC14 fatcat:5jdqnuxzcfgsdeblckeg2qu2nm

A Survey on Visual Analytics of Social Media Data

Yingcai Wu, Nan Cao, David Gotz, Yap-Peng Tan, Daniel A. Keim
2016 IEEE transactions on multimedia  
However, the exponential growth in the volume, velocity, and variability of social media data prevents people from fully utilizing such data.  ...  Many visual analytics methods have been proposed across disciplines to understand large-scale structured and unstructured social media data.  ...  Moreover, social media data frequently come in huge volume with a high level of heterogeneity and substantial noise.  ... 
doi:10.1109/tmm.2016.2614220 fatcat:o4nc5eutpfhrplo4joa45dxbnq

MediaTIC: Una plataforma analítica de medios digitales costarricenses en redes sociales

Cristina Soto-Rojas, Carlos Gamboa-Venegas, Adriana Céspedes-Vindas
2020 Tecnología en Marcha  
Las redes sociales como Facebook son herramientas democratizadoras de contenido.  ...  El objetivo principal es proveer visualizaciones y estadísticas que brinden información de valor a la investigación en Comunicación Social en Costa Rica.  ...  At the current state of the project, we are working on the connection of our front-end (R-Shiny) and back-end (MongoDB) using Spark as a sort of middleware to allow us with the volume and processing time  ... 
doi:10.18845/tm.v33i5.5070 fatcat:dpq7m64yj5aljj7aucsnvdtnfu

An Overview of Sentiment Analysis in Social Media and Its Applications in Disaster Relief [chapter]

Ghazaleh Beigi, Xia Hu, Ross Maciejewski, Huan Liu
2016 Studies in Computational Intelligence  
In order to enable quick analysis of real-time geo-distributed data, we will detail applications of visual analytics with an emphasis on sentiment visualization.  ...  Sentiment analysis of disaster related posts in social media in could help to detect posts that contribute to the situational awareness and better understand the dynamics of the network including users  ...  The proposed model addresses three domain-specific issues as follows: dealing with high volume of generated social media data during disaster, real-time extraction of relevant features and analysis and  ... 
doi:10.1007/978-3-319-30319-2_13 fatcat:aajzoeahsngtpg4ybvqm32hwem

Real Time Data Pipeline for Twitter Trends Analysis

Mukesh Kumar Sah., Rishabh Sharma & Amritpal Singh
2021 International journal of modern trends in science and technology  
In the field of Business Analytics, HealthCare, Technologies and Trending Topics in Social Media posted by the user.  ...  Twitter is solitary of the social media which allows the user post tweets of limited number of characters and share the tweet to their followers.  ...  INTRODUCTION In today's generation, the analysis of real-time data is setting off critical for SMEs & Large Corporations alike.  ... 
doi:10.46501/ijmtst0705006 fatcat:xu6d7gjftjhvrp4iaijgz42jzm

Social Set Visualizer (SoSeVi) II: Interactive Computational Set Analysis of Big Social Data

Benjamin Flesch, Ravi Vatrapu
2016 2016 IEEE 20th International Enterprise Distributed Object Computing Workshop (EDOCW)  
The development of the dashboard involved cutting-edge open source visual analytics libraries (D .js) and creation of new visualizations such as visualizations of actor mobility across time and space,  ...  Current state-of-the-art in big social data analytics is largely limited to graph theoretical approaches such as social network analysis (SNA) informed by the social philosophical approach of relational  ...  Acknowledgments The authors were partially supported by the project Big Social Data Analytics: Branding Algorithms, Predictive Models, and Dashboards funded by Industriens  ... 
doi:10.1109/edocw.2016.7584388 dblp:conf/edoc/FleschV16 fatcat:a33ohndrprcbpalwafugsj66te

Collaborative Visual Analysis of Sentiment in Twitter Events [chapter]

Michael Brooks, John J. Robinson, Megan K. Torkildson, Sungsoo Hong, Cecilia R. Aragon
2014 Lecture Notes in Computer Science  
In this paper, we present our experience designing and evaluating Agave, a collaborative visual analysis system for exploring events and sentiment over time in large tweet data sets.  ...  We offer findings from evaluating Agave with researchers experienced with social media data, focusing on how users interpreted sentiment labels shown in the interface and on the value of collaboration  ...  Conclusion Agave is a collaborative visual analytics tool supporting exploratory analysis of events in large Twitter data sets, with a focus on sentiment.  ... 
doi:10.1007/978-3-319-10831-5_1 fatcat:6ivpct7zvra7vd4vihs4zgt7ly

A Conceptual Framework for Big Data Models Using Filtration Theory

Anil Aggarwal
2019 Journal of Information Technology Management  
This may be due to separate streams of visualization and analytics research. Lately, both streams are being combined to create data-driven analysis using visual analytics.  ...  Data are generated as soon as we step out of the house. This data is generated via social networking, sensors, mobiles, apps and many smart devices.  ...  Visual analytics is also being used for real time reporting. For example,; etc. shows heat map of stock markets in real time.  ... 
dblp:journals/jitm/Aggarwal19 fatcat:aq4c7mfbqrehbkhu7dm2mjxwpm

Social Computing for Verifying Social Media Content in Breaking News

Stuart E. Middleton, Symeon Papadopoulos, Yiannis Kompatsiaris
2018 IEEE Internet Computing  
max 150) Social media is the place to go for both journalists and the general public when news events break, offering a real-time source of eyewitness images and videos through platforms like YouTube,  ...  Yet, the value of such content as a means of documenting and disseminating breaking news is compromised by the increasing amount of content misuse and false claims in social media.  ...  Figure 3 : 3 Interactive real-time visualization mapping extracted facts and eyewitness media in posts about the Malta plane hijacking Dec 2016.  ... 
doi:10.1109/mic.2018.112102235 fatcat:oshbgxeth5ejvbd4rfnrka7buq
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