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Folksonomies provide a rich source of data to study social patterns taking place on the World Wide Web. Here we study the temporal patterns of users' tagging activity. We show that the statistical properties of inter-arrival times between…

Physics and Society · Physics 2012-10-11 Andrea Capocci , Andrea Baldassarri , Vito D. P. Servedio , Vittorio Loreto

The exponential growth of user-generated content on social media platforms has precipitated significant challenges in information management, particularly in content organization, retrieval, and discovery. Hashtags, as a fundamental…

Information Retrieval · Computer Science 2025-03-26 Shubhi Bansal , Kushaan Gowda , Anupama Sureshbabu K , Chirag Kothari , Nagendra Kumar

In microblogging, hashtags are used to be topical markers, and they are adopted by users that contribute similar content or express a related idea. However, hashtags are created in a free style and there is no domain category information…

Information Retrieval · Computer Science 2015-05-06 Shuangyong Song , Yao Meng

Our paper studies the predictability of online speech -- that is, how well language models learn to model the distribution of user generated content on X (previously Twitter). We define predictability as a measure of the model's…

Computation and Language · Computer Science 2026-01-07 Mina Remeli , Moritz Hardt , Robert C. Williamson

Hashtags in twitter are used to track events, topics and activities. Correlated hashtag graph represents contextual relationships among these hashtags. Maximum clusters in the correlated hashtag graph can be contextually meaningful hashtag…

Social and Information Networks · Computer Science 2015-03-04 Qinyun Zhu

In the last few years we have witnessed the emergence, primarily in on-line communities, of new types of social networks that require for their representation more complex graph structures than have been employed in the past. One example is…

Physics and Society · Physics 2009-08-13 Gourab Ghoshal , Vinko Zlatic , Guido Caldarelli , M. E. J. Newman

Social media information distributes in different Online Social Networks (OSNs). This paper addresses the problem integrating the cross-OSN information to facilitate an immersive social media search experience. We exploit hashtag, which is…

Information Retrieval · Computer Science 2017-06-05 Yuqi Gao , Jitao Sang , Tongwei Ren , Changsheng Xu

The evolution of social media popularity exhibits rich temporality, i.e., popularities change over time at various levels of temporal granularity. This is influenced by temporal variations of public attentions or user activities. For…

Social and Information Networks · Computer Science 2018-01-19 Bo Wu , Wen-Huang Cheng , Yongdong Zhang , Tao Mei

In this work we introduce a model based on master equations to describe the time evolution of the popularity of topics and hashtags on the Twitter social network. Specifically, we model the number of times a certain hashtag appears on the…

Social and Information Networks · Computer Science 2020-03-06 Oscar Fontanelli , Ricardo Mansilla

The rise in popularity of microblogging services like Twitter has led to increased use of content annotation strategies like the hashtag. Hashtags provide users with a tagging mechanism to help organize, group, and create visibility for…

Information Retrieval · Computer Science 2015-02-03 Roman Dovgopol , Matt Nohelty

Cultural Ecosystem Services (CES) assessment at large scales is crucial in marine ecosystems as they reflect key physical and cognitive interactions between humans and nature. The analysis of social media data with graph theory is a…

Social and Information Networks · Computer Science 2021-04-28 Silvia de Juan , Andres Ospina-Alvarez , Sebastián Villasante , Ana Ruiz-Frau

We analyse a large sample of the Twitter activity developed around the social movement 'Occupy Wall Street' to study the complex interactions between the human communication activity and the semantic content of a discussion. We use a…

Social and Information Networks · Computer Science 2016-02-17 Floriana Gargiulo , Jacopo Bindi , Andrea Apolloni

The variety, abundance, and structured nature of hashtags make them an interesting data source for training vision models. For instance, hashtags have the potential to significantly reduce the problem of manual supervision and annotation…

Computer Vision and Pattern Recognition · Computer Science 2017-11-28 Andreas Veit , Maximilian Nickel , Serge Belongie , Laurens van der Maaten

Recent years have witnessed the emergence of a new class of social networks, that require us to move beyond previously employed representations of complex graph structures. A notable example is that of the folksonomy, an online process…

Physics and Society · Physics 2011-05-23 Vinko Zlatić , Gourab Ghoshal , Guido Caldarelli

In the rapidly evolving landscape of social media, the introduction of new emojis in Unicode release versions presents a structured opportunity to explore digital language evolution. Analyzing a large dataset of sampled English tweets, we…

Computers and Society · Computer Science 2024-02-23 Yuhang Zhou , Xuan Lu , Wei Ai

The rapid proliferation of the Internet and the widespread adoption of social networks have significantly accelerated information dissemination. However, this transformation has introduced complexities in information capture and processing,…

Social and Information Networks · Computer Science 2025-03-06 Yuchuan Jiang , Chaolong Jia , Yunyi Qin , Wei Cai , Yongsen Qian

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

Extracting topics from large collections of unstructured text-documents has become a central task in current NLP applications and algorithms like NMF, LDA as well as their generalizations are the well-established current state of the art.…

Social and Information Networks · Computer Science 2021-11-23 Mattias Luber , Anton Thielmann , Christoph Weisser , Benjamin Säfken

The advent of the era of Big Data has allowed many researchers to dig into various socio-technical systems, including social media platforms. In particular, these systems have provided them with certain verifiable means to look into certain…

Social and Information Networks · Computer Science 2015-08-31 Hoai Nguyen Huynh , Erika Fille Legara , Christopher Monterola

Stretched words like `heellllp' or `heyyyyy' are a regular feature of spoken language, often used to emphasize or exaggerate the underlying meaning of the root word. While stretched words are rarely found in formal written language and…

Computation and Language · Computer Science 2020-07-01 Tyler J. Gray , Christopher M. Danforth , Peter Sheridan Dodds