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Social media popularity prediction plays a crucial role in content optimization, marketing strategies, and user engagement enhancement across digital platforms. However, predicting post popularity remains challenging due to the complex…

Multimedia · Computer Science 2025-07-02 Liliang Ye , Yunyao Zhang , Yafeng Wu , Yi-Ping Phoebe Chen , Junqing Yu , Wei Yang , Zikai Song

User activities can influence their subsequent interactions with a post, generating interest in the user. Typically, users interact with posts from friends by commenting and using reaction emojis, reflecting their level of interest on…

Information Retrieval · Computer Science 2024-07-24 Ismail Hossain , Sai Puppala , Md Jahangir Alam , Sajedul Talukder

Misinformation about critical issues such as climate change and vaccine safety is oftentimes amplified on online social and search platforms. The crowdsourcing of content credibility assessment by laypeople has been proposed as one strategy…

Human-Computer Interaction · Computer Science 2020-08-24 Md Momen Bhuiyan , Amy X. Zhang , Connie Moon Sehat , Tanushree Mitra

Recognition of a user's influence level has attracted much attention as human interactions move online. Influential users have the ability to sway others' opinions to achieve some goals. As a result, predicting users' level of influence can…

Physics and Society · Physics 2026-05-08 Denys Katerenchuk , Rivka Levitan

Video popularity is an essential reference for optimizing resource allocation and video recommendation in online video services. However, there is still no convincing model that can accurately depict a video's popularity evolution. In this…

Social and Information Networks · Computer Science 2017-09-22 Jiqiang Wu , Yipeng Zhou , Dah Ming Chiu

Comments play an important role within online creative communities because they make it possible to foster the production and improvement of authors' artifacts. We investigate how comment-based communication help shape members' behavior…

Social and Information Networks · Computer Science 2021-07-30 Fabio Calefato , Giuseppe Iaffaldano , Filippo Lanubile , Antonio Lategano , Nicole Novielli

Behavioral economics show us that emotions play an important role in individual behavior and decision-making. Does this also affect collective decision making in a community? Here we investigate whether the community sentiment energy of a…

Social and Information Networks · Computer Science 2017-09-11 Xiang Wang , Chen Wang , Zhaoyun Ding , Min Zhu , Jiumin Huang

For people first impressions of someone are of determining importance. They are hard to alter through further information. This begs the question if a computer can reach the same judgement. Earlier research has already pointed out that age,…

Computer Vision and Pattern Recognition · Computer Science 2016-03-11 Rasmus Rothe , Radu Timofte , Luc Van Gool

Comments of online articles provide extended views and improve user engagement. Automatically making comments thus become a valuable functionality for online forums, intelligent chatbots, etc. This paper proposes the new task of automatic…

Computation and Language · Computer Science 2018-05-14 Lianhui Qin , Lemao Liu , Victoria Bi , Yan Wang , Xiaojiang Liu , Zhiting Hu , Hai Zhao , Shuming Shi

The paper presents a cross-domain review analysis on four popular review datasets: Amazon, Yelp, Steam, IMDb. The analysis is performed using Hadoop and Spark, which allows for efficient and scalable processing of large datasets. By…

Information Retrieval · Computer Science 2022-12-29 Aditya Pandey , Kunal Joshi

This paper provides a simple theoretical framework to evaluate the effect of key parameters of ranking algorithms, namely popularity and personalization parameters, on measures of platform engagement, misinformation and polarization. The…

Social and Information Networks · Computer Science 2022-10-06 Fabrizio Germano , Vicenç Gómez , Francesco Sobbrio

In this paper, we introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15…

Social and Information Networks · Computer Science 2025-09-16 Hridoy Sankar Dutta , Biswadeep Khan

With the development of the E-commerce and reviews website, the comment information is influencing people's life. More and more users share their consumption experience and evaluate the quality of commodity by comment. When people make a…

Computation and Language · Computer Science 2018-11-15 Su Chang , Xu Zhenzhong , Gao Xuan

The rich and dynamic information environment of social media provides researchers, policy makers, and entrepreneurs with opportunities to learn about social phenomena in a timely manner. However, using this data to understand social…

Social and Information Networks · Computer Science 2025-03-24 Siyi Guo , Zihao He , Ashwin Rao , Eugene Jang , Yuanfeixue Nan , Fred Morstatter , Jeffrey Brantingham , Kristina Lerman

Many computer scientists use the aggregated answers of online workers to represent ground truth. Prior work has shown that aggregation methods such as majority voting are effective for measuring relatively objective features. For subjective…

Computation and Language · Computer Science 2021-04-06 Jiele Wu , Chau-Wai Wong , Xinyan Zhao , Xianpeng Liu

Opinion evolution and judgment revision are mediated through social influence. Based on a large crowdsourced in vitro experiment (n=861), it is shown how a consensus model can be used to predict opinion evolution in online collective…

Social and Information Networks · Computer Science 2016-09-28 Corentin Vande Kerckhove , Samuel Martin , Pascal Gend , Peter J. Rentfrow , Julien M. Hendrickx , Vincent D. Blondel

Student reviews and comments on RateMyProfessor.com reflect realistic learning experiences of students. Such information provides a large-scale data source to examine the teaching quality of the lecturers. In this paper, we propose an…

Information Retrieval · Computer Science 2021-02-01 Ziqi Tang , Yutong Wang , Jiebo Luo

Computational inference of aesthetics is an ill-defined task due to its subjective nature. Many datasets have been proposed to tackle the problem by providing pairs of images and aesthetic scores based on human ratings. However, humans are…

Computer Vision and Pattern Recognition · Computer Science 2022-09-22 Daniel Vera Nieto , Luigi Celona , Clara Fernandez-Labrador

As cryptocurrencies gain popularity, the digital asset marketplace becomes increasingly significant. Understanding social media signals offers valuable insights into investor sentiment and market dynamics. Prior research has predominantly…

Computation and Language · Computer Science 2025-09-03 Chenghao Liu , Aniket Mahanti , Ranesh Naha , Guanghao Wang , Erwann Sbai

The scope of a lucrative career promoted by Google through its video distribution platform YouTube has attracted a large number of users to become content creators. An important aspect of this line of work is the feedback received in the…

Computation and Language · Computer Science 2020-07-23 Subramaniam Kazhuparambil , Abhishek Kaushik