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Processing social media in real-time

Damiano Spina, Arkaitz Zubiaga, Amit Sheth, Markus Strohmaier
2018 Information Processing & Management  
The diversity 96 of submissions received shows the need for furthering research in processing 97 social media streams in a (near) real-time.  ...  Processing 22 social media in real-time involves a number of novel challenges to the area 23 of social media research, such as processing streams of data online due to 24 the inability to store and index  ... 
doi:10.1016/j.ipm.2018.06.006 fatcat:acdygrq3fvce7icreuczjp2gnm

Assessing population-level symptoms of anxiety, depression, and suicide risk in real time using NLP applied to social media data

Alex Fine, Patrick Crutchley, Jenny Blase, Joshua Carroll, Glen Coppersmith
2020 Proceedings of the Fourth Workshop on Natural Language Processing and Computational Social Science   unpublished
Here, we demonstrate that natural language processing applied to publicly-available social media data can provide real-time estimates of psychological distress in the population (specifically, English-speaking  ...  Our results provide a concrete demonstration of how the tools of computational social science can be applied to provide real-time or near-real-time insight into the impact of public events on mental health  ...  Conclusion We have demonstrated the ability to assess population-level mental health constructs in real time, based on publicly available social media data.  ... 
doi:10.18653/v1/2020.nlpcss-1.6 fatcat:gngcjasbavfb3apumdgcrwigvq

Reports on the Workshops Held at the Sixth International AAAI Conference on Weblogs and Social Media

Daniel Archambault, Ruben Bouwmeester, Cosmin Cabulea, Elizabeth M. Daly, Giusy Di Lorenzo, Maarten De Rijke, Martin Harrigan, Eser Kandogan, Michael Muller, Mor Naaman, Daniele Quercia, Damiano Spina (+2 others)
2013 The AI Magazine  
The workshops day at the Sixth International Conference on Weblogs and Social Media included three full-day workshops (Social Media Visualization, Real-Time Analysis and Mining of Social Streams, and When  ...  the City Meets the Citizen) and one half day workshop (The Potential of Social Media Tools and Data for Journalists in the News Media).  ...  First, one of the main issues that need to be considered when processing social media data in real-time is scalability.  ... 
doi:10.1609/aimag.v34i1.2443 fatcat:4okuwxrlsrdkpdfhmz2uyiueoi

Real Time Twitter Trend Mining System

Miss. Priyanka Pawar
2019 International Journal for Research in Applied Science and Engineering Technology  
To handle these problems properly, we introduce our real-time Twitter trend mining system, RT²M, which operates in real-time to process big stream datasets available on Twitter.  ...  The most popular tools and frameworks for real time stream data processing in the Big-Data era will be presented.  ...  of social issues on social media.  ... 
doi:10.22214/ijraset.2019.11012 fatcat:h6pcekpfjvhfdfytf6lwduvk6q

A Framework for Enhancing Real-time Social Media Data to Improve Disaster Management Process

Syed Attique Shah, Dursun Zafer Şeker, Hande Demirel
2018 Proceedings of the ICA  
part consists of a designed web user API for a structured and defined real time data input process.  ...  This study comprises of two components, the first part proposes a framework that provides updated and filtered real time input data for the disaster management system through social media and the second  ...  With social media, information is now accessible in real-time, so those activities can be planned more accurately.  ... 
doi:10.5194/ica-proc-1-101-2018 fatcat:hv2lv4f5ezfdldy3jlimesgy5q

Real-time streaming intelligence: Integrating graph and NLP analytics

David Ediger, Scott Appling, Erica Briscoe, Rob McColl, Jason Poovey
2014 2014 IEEE High Performance Extreme Computing Conference (HPEC)  
Using ground truth information from social media data surrounding the 2012 Hurricane Sandy in New York City, we test and evaluate our real-time analytics platform to identify immediate and critical information  ...  We make the case that social graph analysis and natural language modeling in real time are paramount to distilling useful intelligence from the large volumes of data available to crisis response personnel  ...  We handle these requirements with a real-time streaming analytics framework that takes in continuous streams of event information in the form of social media artifacts.  ... 
doi:10.1109/hpec.2014.7040990 dblp:conf/hpec/EdigerABMP14 fatcat:wvtjq3iturgnre7sz7gvq46p5i

Realtime analysis of information diffusion in social media

Io Taxidou, Peter Fischer
2013 Proceedings of the VLDB Endowment  
Our high level goal is to investigate how information diffuses in real time on the underlying social network and the role of different users in the propagation process.  ...  The goal of this thesis is to investigate real-time analysis methods on social media with a focus on information diffusion.  ...  Firstly, there is lack of systems and methods for deep and fast analysis of social media in real-time.  ... 
doi:10.14778/2536274.2536328 fatcat:icunoeezlbcmha2wipnxave5pq

Harvesting ambient geospatial information from social media feeds

Anthony Stefanidis, Andrew Crooks, Jacek Radzikowski
2011 GeoJournal  
Extracting and processing geospatial information from these massive datasets in near real-time requires state-of-the-art large-scale computing methods, including cloud computing.  ...  In addition, the massive amount of social media produced daily causes significant computational challenges to process the datasets.  ...  Extracting and processing geospatial information from these massive datasets in near real-time requires state-of-the-art large-scale computing methods, including cloud computing.  ... 
doi:10.1007/s10708-011-9438-2 fatcat:3seas4imffcedidcjeyvgjkbc4

Sharing of baseball event through social media

Hogun Park, Sun-Bum Youn, Eugene Hong, Changhyeon Lee, Yong-moo Kwon, Heedong Ko, Myon-Woong Park, Young Tae Sohn, Jae Kwan Kim
2010 Proceedings of the international conference on Multimedia information retrieval - MIR '10  
In this paper, we present a social media platform to provide a novel environment for sharing real-time events.  ...  Produced social media enrich a corresponding real-time event and are utilized to index each session of real-time events.  ...  SOCIAL MEDIA PLATFORM In this paper, above social media platform was implemented for a real-time interactive baseball cheering system.  ... 
doi:10.1145/1743384.1743448 dblp:conf/mir/ParkYHLKKPSK10 fatcat:wdm5okinm5hwdkfmcz7edhk6ru

SUPER

Richard McCreadie, Karolin Kappler, Andreas Kaltenbrunner, Magdalini Kardara, Craig Macdonald, John Soldatos, Iadh Ounis
2015 Proceedings of the 24th International Conference on World Wide Web - WWW '15 Companion  
and management of real-world events by civil protection and law enforcement agencies could benefit from the effective blending of social media information into their resilience processes.  ...  social media streams -also referred to as social sensors -in security/emergency management applications.  ...  Acknowledgments This work has been carried out in the scope of the EC cofunded SUPER (FP7-606853) project.  ... 
doi:10.1145/2740908.2741723 dblp:conf/www/McCreadieKKKMSO15 fatcat:d36ebxo5tbgcliit7u3rcbwg7e

PlanetSense: A Real-time Streaming and Spatio-temporal Analytics Platform for Gathering Geo-spatial Intelligence from Open Source Data [article]

Gautam S. Thakur, Budhendra L. Bhaduri, Jesse O. Piburn, Kelly M. Sims, Robert N. Stewart, Marie L. Urban
2015 arXiv   pre-print
This approach is inadequate in scenarios requiring real-time information to act and to adjust in ever changing dynamic environments, such as evacuation and rescue missions.  ...  In this work, we propose PlanetSense, a platform for geospatial intelligence that is built to harness the existing power of archived data and add to that, the dynamics of real-time streams, seamlessly  ...  Several open source datasets, satellites, social media, and sensors are capable of monitoring real-time geospatial event data.  ... 
arXiv:1507.05245v1 fatcat:taioonemgzf5rhpoceg27kgnb4

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

Models of digitisation of organisational space in sport

Wojciech Cieśliński, Paweł Piepiora, Kazimierz Witkowski
2019 Journal of Education, Health and Sport  
Empirical research concerns: the level of saturation of information and communication technology (ICT) in sport institutions and media coverage of organizational space in sport as the element of media  ...  The research has been conducted in the theory of organisational space (Cieśliński, 2016(Cieśliński, , 2017 and has been financed with the use of two research-implementation grants and implementation one  ...  real space (industrial media) and social space (social medianew media)).  ... 
doi:10.12775/jehs.2019.09.11.010 fatcat:lc62ojqf5rglpbxwtgxwitgx3y

Disaster management, crowdsourced R&D and probabilistic innovation theory: Toward real time disaster response capability

Christian William Callaghan
2016 International Journal of Disaster Risk Reduction  
media, may offer useful insights into enabling real time research capabilities, with important implications for disaster and crisis management.  ...  Global collaborative innovation platforms and large-scale investments in emerging crowdsourced R&D and social media technologies together with synthesis of appropriate theory may contribute to improved  ...  Long term planning can feed back in to real time processes.  ... 
doi:10.1016/j.ijdrr.2016.05.004 pmid:32289010 pmcid:PMC7104335 fatcat:khoixzktgrdttavwhyn6xbjqhu

Special Section on Social Media as Sensors

2013 IEEE transactions on multimedia  
The objective of this special section is to provide an overview of the current research in emerging topics related to applications where social media can act as sensors of real-life phenomena and case  ...  Social media processing offers a unique opportunity to structure and extract information and to benefit multiple areas ranging from computer vision to psychology and marketing.  ...  YouTube popularity estimation through social media processing.  ... 
doi:10.1109/tmm.2013.2264232 fatcat:c3nemeeo35btlfzj4fvwm2p63e
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