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With the acceptance of Western culture and science, Traditional Chinese Medicine (TCM) has become a controversial issue in China. So, it's important to study the public's sentiment and opinion on TCM. The rapid development of online social…

Computation and Language · Computer Science 2014-10-15 Junhui Shen , Peiyan Zhu , Rui Fan , Wei Tan

There is a large amount of interest in understanding users of social media in order to predict their behavior in this space. Despite this interest, user predictability in social media is not well-understood. To examine this question, we…

Social and Information Networks · Computer Science 2013-08-27 David Darmon , Jared Sylvester , Michelle Girvan , William Rand

This paper tries to address the problem of stock market prediction leveraging artificial intelligence (AI) strategies. The stock market prediction can be modeled based on two principal analyses called technical and fundamental. In the…

Statistical Finance · Quantitative Finance 2021-07-05 Sohrab Mokhtari , Kang K. Yen , Jin Liu

Emerging interest of trading companies and hedge funds in mining social web has created new avenues for intelligent systems that make use of public opinion in driving investment decisions. It is well accepted that at high frequency trading,…

Computational Engineering, Finance, and Science · Computer Science 2012-12-06 Tushar Rao , Saket Srivastava

Forecasting financial market trends through time series analysis and natural language processing poses a complex and demanding undertaking, owing to the numerous variables that can influence stock prices. These variables encompass a…

Statistical Finance · Quantitative Finance 2023-09-04 Ali Asgarov

Modeling differential stress expressions in urban and rural regions in China can provide a better understanding of the effects of urbanization on psychological well-being in a country that has rapidly grown economically in the last two…

Computation and Language · Computer Science 2021-11-04 Jesse Cui , Tingdan Zhang , Kokil Jaidka , Dandan Pang , Garrick Sherman , Vinit Jakhetiya , Lyle Ungar , Sharath Chandra Guntuku

At the time of writing, the ongoing pandemic of coronavirus disease (COVID-19) has caused severe impacts on society, economy and people's daily lives. People constantly express their opinions on various aspects of the pandemic on social…

Social and Information Networks · Computer Science 2020-06-08 Xiaoya Li , Mingxin Zhou , Jiawei Wu , Arianna Yuan , Fei Wu , Jiwei Li

Recent studies in big data analytics and natural language processing develop automatic techniques in analyzing sentiment in the social media information. In addition, the growing user base of social media and the high volume of posts also…

Computation and Language · Computer Science 2021-10-19 Xin Huang , Wenbin Zhang , Xuejiao Tang , Mingli Zhang , Jayachander Surbiryala , Vasileios Iosifidis , Zhen Liu , Ji Zhang

With the advent of fast-paced information dissemination and retrieval, it has become inherently important to resort to automated means of predicting stock market prices. In this paper, we propose Taureau, a framework that leverages Twitter…

Computers and Society · Computer Science 2023-04-03 Nicholas Milikich , Joshua Johnson

Recent decades have witnessed online social media being a big-data window for quantificationally testifying conventional social theories and exploring much detailed human behavioral patterns. In this paper, by tracing the emoticon use in…

Social and Information Networks · Computer Science 2016-02-17 Yue Hu , Jichang Zhao , Junjie Wu

Prediction and quantification of future volatility and returns play an important role in financial modelling, both in portfolio optimization and risk management. Natural language processing today allows to process news and social media…

Statistical Finance · Quantitative Finance 2020-12-14 Justina Deveikyte , Helyette Geman , Carlo Piccari , Alessandro Provetti

Analyzing stocks and making higher accurate predictions on where the price is heading continues to become more and more challenging therefore, we designed a new financial algorithm that leverages social media sentiment analysis to enhance…

Machine Learning · Computer Science 2025-02-11 SriVarsha Mulakala , Umesh Vangapally , Benjamin Larkey , Aidan Henrichs , Corey Wojslaw

This work presents a supervised method for generating a classifier model of the stances held by Chinese-speaking politicians and other Twitter users. Many previous works of political tweets prediction exist on English tweets, but to the…

Computers and Society · Computer Science 2021-10-13 Fenglei Gu , Duoji Jiang

Stock market forecasting is very important in the planning of business activities. Stock price prediction has attracted many researchers in multiple disciplines including computer science, statistics, economics, finance, and operations…

Computation and Language · Computer Science 2019-07-23 Dev Shah , Haruna Isah , Farhana Zulkernine

In this paper, we explore the usability of different natural language processing models for the sentiment analysis of social media applied to financial market prediction, using the cryptocurrency domain as a reference. We study how the…

Computation and Language · Computer Science 2022-04-22 Ali Raheman , Anton Kolonin , Igors Fridkins , Ikram Ansari , Mukul Vishwas

Behavioral economics tells us that emotions can profoundly affect individual behavior and decision-making. Does this also apply to societies at large, i.e., can societies experience mood states that affect their collective decision making?…

Computational Engineering, Finance, and Science · Computer Science 2015-03-17 Johan Bollen , Huina Mao , Xiao-Jun Zeng

There has been a tremendous rise in the growth of online social networks all over the world in recent times. While some networks like Twitter and Facebook have been well documented, the popular Chinese microblogging social network Sina…

Computers and Society · Computer Science 2011-07-19 Louis Yu , Sitaram Asur , Bernardo A. Huberman

We demonstrate the critical need to identify social situation and instability factors by acquiring public social satisfaction in this research. However, subject to the large amount of manual work cost in subject recruitment and data…

Computers and Society · Computer Science 2014-07-15 Shuotian Bai , Rui Gao , Bibo Hao , Sha Yuan , Tingshao Zhu

Social media generate data on human behaviour at large scales and over long periods of time, posing a complementary approach to traditional methods in the social sciences. Millions of texts from social media can be processed with…

Social and Information Networks · Computer Science 2021-07-29 David Garcia , Max Pellert , Jana Lasser , Hannah Metzler

Whether or not stocks are predictable has been a topic of concern for decades.The efficient market hypothesis (EMH) says that it is difficult for investors to make extra profits by predicting stock prices, but this may not be true,…

Numerical Analysis · Mathematics 2023-07-07 Yueshan Chen , Xingyu Xu , Tian Lan , Sihai Zhang