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Millions of people express themselves on public social media, such as Twitter. Through their posts, these people may reveal themselves as potentially valuable sources of information. For example, real-time information about an event might…

Social and Information Networks · Computer Science 2014-04-09 Jalal Mahmud , Michelle Zhou , Nimrod Megiddo , Jeffrey Nichols , Clemens Drews

In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. The proposed approach overcomes the limitations related to the vocabulary explosion in the word-based models and…

Information Retrieval · Computer Science 2017-03-17 Svitlana Vakulenko , Lyndon Nixon , Mihai Lupu

Information retrieval from textual data focuses on the construction of vocabularies that contain weighted term tuples. Such vocabularies can then be exploited by various text analysis algorithms to extract new knowledge, e.g., top-k…

Databases · Computer Science 2017-09-15 Ciprian-Octavian Truică , Jérôme Darmont

We present the first comprehensive characterization of the diffusion of ideas on Twitter, studying more than 4000 topics that include both popular and less popular topics. On a data set containing approximately 10 million users and a…

Social and Information Networks · Computer Science 2011-11-16 Sebastien Ardon , Amitabha Bagchi , Anirban Mahanti , Amit Ruhela , Aaditeshwar Seth , Rudra M. Tripathy , Sipat Triukose

With the proliferation of social media, many studies resort to social media to construct datasets for developing social meaning understanding systems. For the popular case of Twitter, most researchers distribute tweet IDs without the actual…

Computation and Language · Computer Science 2022-05-10 Chiyu Zhang , Muhammad Abdul-Mageed , El Moatez Billah Nagoudi

Various social networks have been allowing media uploads for over a decade now. Still, it has not always been clear what is their relation with the posted text or even if there is any at all. In this work, we explore how multilingual…

Computation and Language · Computer Science 2025-05-09 Matīss Rikters , Edison Marrese-Taylor

Twitter is one of the most popular microblogging services in the world. The great amount of information within Twitter makes it an important information channel for people to learn and share news. Twitter hashtag is an popular feature that…

Social and Information Networks · Computer Science 2018-05-01 Shih-Feng Yang , Julia Taylor Rayz

In recent days, the amount of Cyber Security text data shared via social media resources mainly Twitter has increased. An accurate analysis of this data can help to develop cyber threat situational awareness framework for a cyber threat.…

Computation and Language · Computer Science 2020-04-02 Simran K , Prathiksha Balakrishna , Vinayakumar R , Soman KP

People increasingly use microblogging platforms such as Twitter during natural disasters and emergencies. Research studies have revealed the usefulness of the data available on Twitter for several disaster response tasks. However, making…

Social and Information Networks · Computer Science 2018-05-16 Firoj Alam , Ferda Ofli , Muhammad Imran , Michael Aupetit

We study Twitter data from a dynamical systems perspective. In particular, we focus on the large set of data released by Twitter Inc. and asserted to represent a Russian influence operation. We propose a mathematical model to describe the…

Social and Information Networks · Computer Science 2020-01-28 Sarah Rajtmajer , Ashish Simhachalam , Thomas Zhao , Brady Bickel , Christopher Griffin

We present an open-source interface for scientists to explore Twitter data through interactive network visualizations. Combining data collection, transformation and visualization in one easily accessible framework, the twitter explorer…

Social and Information Networks · Computer Science 2021-04-08 Armin Pournaki , Felix Gaisbauer , Sven Banisch , Eckehard Olbrich

In the last decade, social networks became most popular medium for communication and interaction. As an example, micro-blogging service Twitter has more than 200 million registered users who exchange more than 65 million posts per day.…

Information Retrieval · Computer Science 2020-01-29 Qadri Mishael , Aladdin Ayesh

Nowadays social media platforms such as Twitter provide a great opportunity to understand public opinion of climate change compared to traditional survey methods. In this paper, we constructed a massive climate change Twitter dataset and…

Computation and Language · Computer Science 2021-12-01 Zhongkai Shangguan , Zihe Zheng , Lei Lin

Cluster analysis is a field of data analysis that extracts underlying patterns in data. One application of cluster analysis is in text-mining, the analysis of large collections of text to find similarities between documents. We used a…

Machine Learning · Statistics 2014-08-26 Daniel Godfrey , Caley Johns , Carl Meyer , Shaina Race , Carol Sadek

Over the past decade humans have experienced exponential growth in the use of online resources, in particular social media and microblogging websites such as Facebook, Twitter, YouTube and also mobile applications such as WhatsApp, Line,…

Information Retrieval · Computer Science 2015-09-09 Rishabh Soni , K. James Mathai

Research on automatically geolocating social media users has conventionally been based on the text content of posts from a given user or the social network of the user, with very little crossover between the two, and no bench-marking of the…

Computation and Language · Computer Science 2015-06-17 Afshin Rahimi , Duy Vu , Trevor Cohn , Timothy Baldwin

Previous studies have shown that Twitter users have biases to tweet from certain locations, locational bias, and during certain hours, temporal bias. We used three years of geolocated Twitter Data to quantify these biases and test our…

Social and Information Networks · Computer Science 2016-09-15 Aiman Soliman , Kiumars Soltani , Anand Padmanabhan , Shaowen Wang

Regressions trained to predict the future activity of social media users need rich features for accurate predictions. Many advanced models exist to generate such features; however, the time complexities of their computations are often…

Social and Information Networks · Computer Science 2024-03-01 Aamir Mandviwalla , Lake Yin , Boleslaw K. Szymanski

Analysis of information retrieved from microblogging services such as Twitter can provide valuable insight into public sentiment in a geographic region. This insight can be enriched by visualising information in its geographic context. Two…

Computation and Language · Computer Science 2016-11-18 Vu Dung Nguyen , Blesson Varghese , Adam Barker

Social Networks represent one of the most important online sources to share content across a world-scale audience. In this context, predicting whether a post will have any impact in terms of engagement is of crucial importance to drive the…

Social and Information Networks · Computer Science 2023-06-21 Marco Arazzi , Marco Cotogni , Antonino Nocera , Luca Virgili
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