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Predicting personality is essential for social applications supporting human-centered activities, yet prior modeling methods with users written text require too much input data to be realistically used in the context of social media. In…

社会与信息网络 · 计算机科学 2017-04-20 Pierre-Hadrien Arnoux , Anbang Xu , Neil Boyette , Jalal Mahmud , Rama Akkiraju , Vibha Sinha

While market is a social field where information flows over the interacting agents, there have been not so many methods to observe the spreading information in the prices comprising the market. By incorporating the entropy transfer in…

统计金融 · 定量金融 2015-10-19 Hokky Situngkir

This study looks for signals of economic awareness on online social media and tests their significance in economic predictions. The study analyses, over a period of two years, the relationship between the West Texas Intermediate daily crude…

综合经济学 · 经济学 2021-05-20 M. Elshendy , A. Fronzetti Colladon , E. Battistoni , P. A. Gloor

I explore the relationship between investor emotions expressed on social media and asset prices. The field has seen a proliferation of models aimed at extracting firm-level sentiment from social media data, though the behavior of these…

证券定价 · 定量金融 2024-04-08 Domonkos F. Vamossy

Cryptocurrencies, such as Bitcoin, are becoming increasingly popular, having been widely used as an exchange medium in areas such as financial transaction and asset transfer verification. However, there has been a lack of solutions that can…

计算与语言 · 计算机科学 2020-03-12 Shubhankar Mohapatra , Nauman Ahmed , Paulo Alencar

Opinion polls have been the bridge between public opinion and politicians in elections. However, developing surveys to disclose people's feedback with respect to economic issues is limited, expensive, and time-consuming. In recent years,…

社会与信息网络 · 计算机科学 2018-02-07 Amir Karami , London S. Bennett , Xiaoyun He

Predictive analysis of social media data has attracted considerable attention from the research community as well as the business world because of the essential and actionable information it can provide. Over the years, extensive…

社会与信息网络 · 计算机科学 2023-09-04 Ugur Kursuncu , Manas Gaur , Usha Lokala , Krishnaprasad Thirunarayan , Amit Sheth , I. Budak Arpinar

This paper will discuss how headline data can be used to predict stock prices. The stock price in question is the SPDR S&P 500 ETF Trust, also known as SPY that tracks the performance of the largest 500 publicly traded corporations in the…

统计金融 · 定量金融 2025-07-04 Ayaan Qayyum

In this paper we continue the study of the simulated stock market framework defined by the driving sentiment processes. We focus on the market environment driven by the buy/sell trading sentiment process of the Markov chain type. We apply…

交易与市场微观结构 · 定量金融 2017-11-27 Mikhail Goykhman , Ali Teimouri

Cryptocurrency is a digital currency that uses blockchain technology with secure encryption. Due to the decentralization of these currencies, traditional monetary systems and the capital market of each they, can influence a society.…

计算与语言 · 计算机科学 2025-01-20 Vahid Amiri , Mahmood Ahmadi

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…

计算与语言 · 计算机科学 2025-09-03 Chenghao Liu , Aniket Mahanti , Ranesh Naha , Guanghao Wang , Erwann Sbai

The objective of this research is to examine how sentiment analysis can be employed to generate trading signals for the Foreign Exchange (Forex) market. The author assessed sentiment in social media posts and news articles pertaining to the…

统计金融 · 定量金融 2024-03-05 Oluwafemi F Olaiyapo

As the popularity and reach of social networks continue to surge, a vast reservoir of opinions and sentiments across various subjects inundates these platforms. Among these, X social network (formerly Twitter) stands as a juggernaut,…

社会与信息网络 · 计算机科学 2025-04-16 Pardis Moradbeiki , Mohammad Ali Zare Chahooki

Predicting stock market movements has always been of great interest to investors and an active area of research. Research has proven that popularity of products is highly influenced by what people talk about. Social media like Twitter,…

统计金融 · 定量金融 2022-12-07 Anubhav Sarkar , Swagata Chakraborty , Sohom Ghosh , Sudip Kumar Naskar

We summarized both common and novel predictive models used for stock price prediction and combined them with technical indices, fundamental characteristics and text-based sentiment data to predict S&P stock prices. A 66.18% accuracy in S&P…

机器学习 · 统计学 2021-12-30 Shan Zhong , David B. Hitchcock

Predicting the stock market trend has always been challenging since its movement is affected by many factors. Here, we approach the future trend prediction problem as a machine learning classification problem by creating tomorrow_trend…

统计金融 · 定量金融 2022-01-31 Taylan Kabbani , Fatih Enes Usta

The research paper empirically investigates several machine learning algorithms to forecast stock prices depending on insider trading information. Insider trading offers special insights into market sentiment, pointing to upcoming changes…

机器学习 · 计算机科学 2025-07-08 Amitabh Chakravorty , Nelly Elsayed

The surge of retail investor activity on social media, exemplified by the 2021 GameStop short squeeze, raised questions about the influence of online sentiment on stock prices. This paper explores whether sentiment derived from social media…

计算与语言 · 计算机科学 2025-08-01 Mateusz Kmak , Kamil Chmurzyński , Kamil Matejuk , Paweł Kotzbach , Jan Kocoń

Predicting financial markets and stock price movements requires analyzing a company's performance, historic price movements, industry-specific events alongside the influence of human factors such as social media and press coverage. We…

信息检索 · 计算机科学 2024-11-05 Ali Elahi , Fatemeh Taghvaei

Fast, global, and sensitively reacting to political, economic and social events of any kind, these are attributes that social media like Twitter share with foreign exchange markets. The leading assumption of this paper is that information…

统计金融 · 定量金融 2014-02-10 Dietmar Janetzko