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Sentiment analysis is a crucial task in natural language processing (NLP) that enables the extraction of meaningful insights from textual data, particularly from dynamic platforms like Twitter and IMDB. This study explores a hybrid…

Computation and Language · Computer Science 2026-03-02 Aish Albladi , Md Kaosar Uddin , Minarul Islam , Cheryl Seals

In the context of Twitter, social capitalists are specific users trying to increase their number of followers and interactions by any means. These users are not healthy for the service, because they are either spammers or real users flawing…

Social and Information Networks · Computer Science 2015-06-16 Nicolas Dugué , Vincent Labatut , Anthony Perez

Topic trajectory information provides crucial insight into the dynamics of topics and their evolutionary relationships over a given time. Also, this information can help to improve our understanding on how new topics have emerged or formed…

Artificial Intelligence · Computer Science 2021-03-03 Yong-Bin Kang , Timos Sellis

Online social media such as the micro-blogging site Twitter has become a rich source of real-time data on online human behaviors. Here we analyze the occurrence and co-occurrence frequency of keywords in user posts on Twitter. From the…

Physics and Society · Physics 2014-01-17 Joachim Mathiesen , Luiza Angheluta , Mogens H. Jensen

In social network Twitter, users can interact with each other and spread information via retweets. These millions of interactions may result in media events whose influence goes beyond Twitter framework. In this paper, we thoroughly explore…

Social and Information Networks · Computer Science 2019-06-07 Audrey Wilmet , Robin Lamarche-Perrin

Recently, a new window to explore tweet data has been opened in TExVis tool through visualizing the relations between the frequent keywords. However, timeline exploration of tweet data, not present in TExVis, could play a critical factor in…

Human-Computer Interaction · Computer Science 2021-07-13 Shah Rukh Humayoun , Ibrahim Mansour , Ragaad AlTarawneh

COMPLEX-IT is a case-based, mixed-methods platform for social inquiry into complex data/systems, designed to increase non-expert access to the tools of computational social science (i.e., cluster analysis, artificial intelligence, data…

Mathematical Software · Computer Science 2021-01-22 Corey Schimpf , Brian Castellani

[WhitePaper] The TelegramScrap tool provides a robust and versatile solution for extracting and analyzing data from Telegram channels and groups, addressing the increasing demand for efficient methods to study digital ecosystems. This white…

Computers and Society · Computer Science 2024-12-24 Ergon Cugler de Moraes Silva

Social media platforms have become vital spaces for public discourse, serving as modern agor\`as where a wide range of voices influence societal narratives. However, their open nature also makes them vulnerable to exploitation by malicious…

Social and Information Networks · Computer Science 2025-03-04 Marco Minici , Luca Luceri , Francesco Fabbri , Emilio Ferrara

Social media data are often modeled as heterogeneous graphs with multiple types of nodes and edges. We present a discovery algorithm that first chooses a "background" graph based on a user's analytical interest and then automatically…

Social and Information Networks · Computer Science 2021-04-23 Subhasis Dasgupta , Amarnath Gupta

Twitter is one of the most popular social media. Due to the ease of availability of data, Twitter is used significantly for research purposes. Twitter is known to evolve in many aspects from what it was at its birth; nevertheless, how it…

Social and Information Networks · Computer Science 2015-09-18 Suman Kalyan Maity , Bhadreswar Ghuku , Abhishek Upmanyu , Animesh Mukherjee

Because of its willingness to share data with academia and industry, Twitter has been the primary social media platform for scientific research as well as for consulting businesses and governments in the last decade. In recent years, a…

Social and Information Networks · Computer Science 2023-04-12 Juergen Pfeffer , Angelina Mooseder , Jana Lasser , Luca Hammer , Oliver Stritzel , David Garcia

In theory, a major advantage to the big data approach in studying online communities is that it should be possible to collect a representative random sample from a broadly defined population. However, in practice, data collection processes…

Social and Information Networks · Computer Science 2021-02-02 Muhammad Umer Gurchani

A vast amount of textual web streams is influenced by events or phenomena emerging in the real world. The social web forms an excellent modern paradigm, where unstructured user generated content is published on a regular basis and in most…

Machine Learning · Computer Science 2012-08-15 Vasileios Lampos

Sociotechnical research increasingly includes the social sub-networks that emerge from large-scale sociotechnical infrastructure, including the infrastructure for building open source software. This paper addresses these numerous…

Computers and Society · Computer Science 2024-03-14 Sean P. Goggins , Kevin Lumbard , Matt Germonprez , Caifan Du , Karthik Ram , James Howison

With the rise of social media as an important channel for the debate and discussion of public affairs, online social networks such as Twitter have become important platforms for public information and engagement by policy makers. To…

Social and Information Networks · Computer Science 2015-08-14 B. Amor , S. Vuik , R. Callahan , A. Darzi , S. N. Yaliraki , M. Barahona

User communities in social networks are usually identified by considering explicit structural social connections between users. While such communities can reveal important information about their members such as family or friendship ties…

Social and Information Networks · Computer Science 2015-09-15 Hossein Fani , Fattane Zarrinkalam , Xin Zhao , Yue Feng , Ebrahim Bagheri , Weichang Du

Nowadays, with the rise of Internet access and mobile devices around the globe, more people are using social networks for collaboration and receiving real-time information. Twitter, the microblogging that is becoming a critical source of…

Cryptography and Security · Computer Science 2020-12-02 Sepideh Bazzaz Abkenar , Mostafa Haghi Kashani , Mohammad Akbari , Ebrahim Mahdipour

Social networks are a prominent feature of many social media sites, a new generation of Web sites that allow users to create and share content. Sites such as Digg, Flickr, and Del.icio.us allow users to designate others as "friends" or…

Computers and Society · Computer Science 2007-10-31 Kristina Lerman

Large quantities of social activity data, such as weekly web search volumes and the number of new infections with infectious diseases, reflect peoples' interests and activities. It is important to discover temporal patterns from such data…

Social and Information Networks · Computer Science 2025-05-02 Shingo Higashiguchi , Yasuko Matsubara , Koki Kawabata , Taichi Murayama , Yasushi Sakurai