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In the recent past, there were several works on the prediction of stock price using different methods. Sentiment analysis of news and tweets and relating them to the movement of stock prices have already been explored. But, when we talk…

计算与语言 · 计算机科学 2024-12-11 Subhasis Dasgupta , Pratik Satpati , Ishika Choudhary , Jaydip Sen

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…

计算与语言 · 计算机科学 2019-07-23 Dev Shah , Haruna Isah , Farhana Zulkernine

In modern financial markets, news plays a critical role in shaping investor sentiment and influencing stock price movements. However, most existing studies aggregate daily news sentiment into a single score, potentially overlooking…

计算工程、金融与科学 · 计算机科学 2025-10-09 Qizhao Chen

Predicting future prices of a stock is an arduous task to perform. However, incorporating additional elements can significantly improve our predictions, rather than relying solely on a stock's historical price data to forecast its future…

统计金融 · 定量金融 2023-08-21 S. Srinivas , R. Gadela , R. Sabu , A. Das , G. Nath , V. Datla

The marvel of markets lies in the fact that dispersed information is instantaneously processed and used to adjust the price of goods, services and assets. Financial markets are particularly efficient when it comes to processing information;…

交易与市场微观结构 · 定量金融 2018-07-19 Stefan Feuerriegel , Helmut Prendinger

Understanding the mutual relationships between information flows and social activity in society today is one of the cornerstones of the social sciences. In financial economics, the key issue in this regard is understanding and quantifying…

机器学习 · 统计学 2015-06-11 Ryohei Hisano , Didier Sornette , Takayuki Mizuno , Takaaki Ohnishi , Tsutomu Watanabe

In order to understand the origin of stock price jumps, we cross-correlate high-frequency time series of stock returns with different news feeds. We find that neither idiosyncratic news nor market wide news can explain the frequency and…

统计金融 · 定量金融 2008-12-02 Armand Joulin , Augustin Lefevre , Daniel Grunberg , Jean-Philippe Bouchaud

We attempt to explain stock market dynamics in terms of the interaction among three variables: market price, investor opinion and information flow. We propose a framework for such interaction and apply it to build a model of stock market…

This article summarizes recent research in financial economics about why information, such as earnings announcements, moves stock prices. The article does not presume any prior exposure to finance beyond what you might read in newspapers.

计算机与社会 · 计算机科学 2007-07-16 Kenton K. Yee

The diffusion of financial news into market prices is a complex process, making it challenging to evaluate the connections between news events and market movements. This paper introduces FININ (Financial Interconnected News Influence…

计算工程、金融与科学 · 计算机科学 2024-10-15 Mengyu Wang , Shay B. Cohen , Tiejun Ma

Time series models, typically trained on numerical data, are designed to forecast future values. These models often rely on weighted averaging techniques over time intervals. However, real-world time series data is seldom isolated and is…

计算与语言 · 计算机科学 2024-07-08 Litton Jose Kurisinkel , Pruthwik Mishra , Yue Zhang

The stock market is heavily influenced by investor sentiment, which can drive buying or selling behavior. Sentiment analysis helps in gauging the overall sentiment of market participants towards a particular stock or the market as a whole.…

统计金融 · 定量金融 2025-10-21 Tamoghna Mukherjee

Investor sentiment reflects the collective attitude of investors towards the asset, whether positive, negative or neutral. Market information, such as news and relevant social media posts, plays a significant role in shaping investor…

数理金融 · 定量金融 2026-05-07 Fan Wu , Anqi Liu , Jing Chen , Yuhua Li

This paper proposes an information retrieval method for the economy news. The effect of economy news, are researched in the word level and stock market values are considered as the ground proof. The correlation between stock market prices…

计算工程、金融与科学 · 计算机科学 2014-03-11 Sadi Evren Seker , Cihan Mert , Khaled Al-Naami , Nuri Ozalp , Ugur Ayan

We study association between macroeconomic news and stock market returns using the statistical theory of copulas, and a new comprehensive measure of news based on the indexing of news wires. We find the impact of economic news on equity…

经济学 · 定量金融 2014-10-31 Ivan Medovikov

When analyzing the components influencing the stock prices, it is commonly believed that economic activities play an important role. More specifically, asset prices are more sensitive to the systematic economic news that impose a pervasive…

综合经济学 · 经济学 2024-01-10 Yue Chen , Mohan Li

Efficient Market Hypothesis is the popular theory about stock prediction. With its failure much research has been carried in the area of prediction of stocks. This project is about taking non quantifiable data such as financial news…

计算与语言 · 计算机科学 2016-07-08 Joshi Kalyani , Prof. H. N. Bharathi , Prof. Rao Jyothi

According to behavioral finance, stock market returns are influenced by emotional, social and psychological factors. Several recent works support this theory by providing evidence of correlation between stock market prices and collective…

统计方法学 · 统计学 2017-06-13 Fani Tsapeli , Mirco Musolesi , Peter Tino

Online social networks offer a new way to investigate financial markets' dynamics by enabling the large-scale analysis of investors' collective behavior. We provide empirical evidence that suggests social media and stock markets have a…

统计金融 · 定量金融 2016-03-02 Thársis T. P. Souza , Tomaso Aste

The study aims to explore the strength of causal relationship between stock price search interest and real stock market outcomes on worldwide equity market indices. Such a phenomenon could also be mediated by investor behavior and extent of…

综合金融 · 定量金融 2018-04-06 Arjun R , Suprabha KR
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