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In this work, we present our findings and experiments for stock-market prediction using various textual sentiment analysis tools, such as mood analysis and event extraction, as well as prediction models, such as LSTMs and specific…

Computation and Language · Computer Science 2018-01-22 Jordan Prosky , Xingyou Song , Andrew Tan , Michael Zhao

SinaWeibo is a Twitter-like social network service emerging in China in recent years. People can post weibos (microblogs) and communicate with others on it. Based on a dataset of 650 million weibos from August 2009 to January 2012 crawled…

Social and Information Networks · Computer Science 2013-05-13 Yuan Li , Haoyu Gao , Mingmin Yang , Wanqiu Guan , Haixin Ma , Weining Qian , Zhigang Cao , Xiaoguang Yang

The boom in social media with regard to producing and consuming information simultaneously implies the crucial role of online user influence in determining content popularity. In particular, understanding behavior variations between the…

Social and Information Networks · Computer Science 2020-04-14 Bowen Shi , Ke Xu , Jichang Zhao

It's of great importance to measure happiness of social network users, but the existing method based on questionnaires suffers from high costs and low efficiency. This paper aims at identifying social network users' happiness level based on…

Social and Information Networks · Computer Science 2015-07-14 Jingying Wang , Tianli Liu , Tingshao Zhu , Lei Zhang , Bibo Hao , Zhenxiang Chen

Increasing evidence suggests that, similar to face-to-face communications, human emotions also spread in online social media. However, the mechanisms underlying this emotion contagion, for example, whether different feelings spread in…

Social and Information Networks · Computer Science 2020-05-06 Rui Fan , Ke Xu , Jichang Zhao

Social media platforms are thriving nowadays, so a huge volume of data is produced. As it includes brief and clear statements, millions of people post their thoughts on microblogging sites every day. This paper represents and analyze the…

Social and Information Networks · Computer Science 2021-08-05 Suchandra Dutta , Dhrubasish Sarkar , Sohom Roy , Dipak K. Kole , Premananda Jana

While affective expressions on social media have been extensively studied, most research has focused on the Western context. This paper explores cultural differences in affective expressions by comparing valence and arousal on Twitter/X…

Computers and Society · Computer Science 2025-02-11 Young-Min Cho , Dandan Pang , Stuti Thapa , Garrick Sherman , Lyle Ungar , Louis Tay , Sharath Chandra Guntuku

Tweet sentiment extraction extracts the most significant portion of the sentence, determining whether the sentiment is positive or negative. This research aims to identify the part of tweet sentences that strikes any emotion. To reach this…

Artificial Intelligence · Computer Science 2023-08-14 Zied Baklouti

One of the most significant issues as attended a lot in recent years is that of recognizing the sentiments and emotions in social media texts. The analysis of sentiments and emotions is intended to recognize the conceptual information such…

Machine Learning · Computer Science 2025-03-27 Bahareh Golchin , Noushin Riahi

The rise of ChatGPT has brought a notable shift to the AI sector, with its exceptional conversational skills and deep grasp of language. Recognizing its value across different areas, our study investigates ChatGPT's capacity to predict…

Statistical Finance · Quantitative Finance 2023-11-14 Ummara Mumtaz , Summaya Mumtaz

The social connections people form online affect the quality of information they receive and their online experience. Although a host of socioeconomic and cognitive factors were implicated in the formation of offline social ties, few of…

Computers and Society · Computer Science 2016-03-11 Kristina Lerman , Megha Arora , Luciano Gallegos , Ponnurangam Kumaraguru , David Garcia

This paper investigates the significance of consumer opinions in relation to value in China's A-share market. By analyzing a large dataset comprising over 18 million product reviews by customers on JD.com, we demonstrate that sentiments…

General Economics · Economics 2023-06-22 Zhi Su , Danni Wu , Zhenkun Zhou , Junran Wu , Libo Yin

Gender issues faced by women can range from workplace harassment to domestic violence. While publicly disclosing these issues on social media can be hard, some may incline to express themselves anonymously. We approached such an anonymous…

Social and Information Networks · Computer Science 2022-08-19 Zhixuan Zhou , Zixin Wang , Franziska Zimmer

Social status refers to the relative position within the society. It is an important notion in sociology and related research. The problem of measuring social status has been studied for many years. Various indicators are proposed to assess…

Social and Information Networks · Computer Science 2016-04-12 Hao Fu , Xing Xie , Yong Rui , Defu Lian , Guangzhong Sun , Enhong Chen

Moral sentiments expressed in natural language significantly influence both online and offline environments, shaping behavioral styles and interaction patterns, including social media selfpresentation, cyberbullying, adherence to social…

Computation and Language · Computer Science 2024-11-15 Renjie Cao , Miaoyan Hu , Jiahan Wei , Baha Ihnaini

Recent studies suggest that human emotions diffuse in not only real-world communities but also online social media. More and more mechanisms beyond emotion contagion are revealed, including emotion correlations which indicate their…

Social and Information Networks · Computer Science 2018-01-17 Rui Fan , Ke Xu , Jichang Zhao

Social media is now the predominant source of information due to the availability of immediate public response. As a result, social media data has become a valuable resource for comprehending public sentiments. Studies have shown that it…

Computation and Language · Computer Science 2024-10-28 Daniyar Amangeldi , Aida Usmanova , Pakizar Shamoi

The boom of online social media and microblogging platforms has rapidly alter the way we consume news and exchange opinions. Even though considerable efforts try to recommend various contents to users, loss of information diversity and the…

Social and Information Networks · Computer Science 2020-03-05 Yong Min , Tingjun Jiang , Cheng Jin , Qu Li , Xiaogang Jin

In recent months, COVID-19 has become a global pandemic and had a huge impact on the world. People under different conditions have very different attitudes toward the epidemic. Due to the real-time and large-scale nature of social media, we…

Social and Information Networks · Computer Science 2020-06-03 Yuqi Gao , Hang Hua , Jiebo Luo

This paper studies users' perception regarding a controversial product, namely self-driving (autonomous) cars. To find people's opinion regarding this new technology, we used an annotated Twitter dataset, and extracted the topics in…

Machine Learning · Computer Science 2018-04-12 Rizwan Sadiq , Mohsin Khan