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相关论文: Tehran Stock Exchange Prediction Using Sentiment A…

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Predicting stock market movements is a well-known problem of interest. Now-a-days social media is perfectly representing the public sentiment and opinion about current events. Especially, twitter has attracted a lot of attention from…

信息检索 · 计算机科学 2016-10-31 Venkata Sasank Pagolu , Kamal Nayan Reddy Challa , Ganapati Panda , Babita Majhi

A novel social networks sentiment analysis model is proposed based on Twitter sentiment score (TSS) for real-time prediction of the future stock market price FTSE 100, as compared with conventional econometric models of investor sentiment…

社会与信息网络 · 计算机科学 2020-04-23 Xinyi Guo , Jinfeng Li

The rise of social media such as blogs and social networks has fueled interest in sentiment analysis. With the proliferation of reviews, ratings, recommendations and other forms of online expression, online opinion has turned into a kind of…

计算与语言 · 计算机科学 2015-05-13 Hossam S. Ibrahim , Sherif M. Abdou , Mervat Gheith

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…

统计金融 · 定量金融 2023-09-04 Ali Asgarov

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

This study investigates how social media sentiment derived from Reddit comments can be used to enhance investment decisions in a way that offers higher returns with lower risk. Using BERTweet we analyzed over 2 million Reddit comments from…

社会与信息网络 · 计算机科学 2025-08-05 Gatik Goyal , Sharvil Phadke , Arnav Sharma , Huifang Qin

The Web is a vast virtual space where people can share their opinions, impacting all aspects of life and having implications for marketing and communication. The most up-to-date and comprehensive information can be found on social media…

机器学习 · 计算机科学 2023-02-15 Melvin Mokhtari , Ali Seraj , Niloufar Saeedi , Adel Karshenas

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

Sentiment analysis aims to extract people's emotions and opinion from their comments on the web. It widely used in businesses to detect sentiment in social data, gauge brand reputation, and understand customers. Most of articles in this…

计算与语言 · 计算机科学 2022-12-13 Ali Nazarizadeh , Touraj Banirostam , Minoo Sayyadpour

Financial market prediction on the basis of online sentiment tracking has drawn a lot of attention recently. However, most results in this emerging domain rely on a unique, particular combination of data sets and sentiment tracking tools.…

统计金融 · 定量金融 2012-04-19 Huina Mao , Scott Counts , Johan Bollen

The increasing availability of "big" (large volume) social media data has motivated a great deal of research in applying sentiment analysis to predict the movement of prices within financial markets. Previous work in this field investigates…

计算工程、金融与科学 · 计算机科学 2018-11-08 Ellie Birbeck , Dave Cliff

Newsletters and social networks can reflect the opinion about the market and specific stocks from the perspective of analysts and the general public on products and/or services provided by a company. Therefore, sentiment analysis of these…

计算与语言 · 计算机科学 2021-12-28 Elvys Linhares Pontes , Mohamed Benjannet

Social media hold valuable, vast and unstructured information on public opinion that can be utilized to improve products and services. The automatic analysis of such data, however, requires a deep understanding of natural language. Current…

计算与语言 · 计算机科学 2019-10-01 Kia Dashtipour , Mandar Gogate , Jingpeng Li , Fengling Jiang , Bin Kong , Amir Hussain

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,…

计算工程、金融与科学 · 计算机科学 2012-12-06 Tushar Rao , Saket Srivastava

Introduction: Microblogging websites have massed rich data sources for sentiment analysis and opinion mining. In this regard, sentiment classification has frequently proven inefficient because microblog posts typically lack syntactically…

计算与语言 · 计算机科学 2024-03-08 Mojtaba Mazoochi , Leila Rabiei , Farzaneh Rahmani , Zeinab Rajabi

This paper proposes a novel adaptive algorithm for the automated short-term trading of financial instrument. The algorithm adopts a semantic sentiment analysis technique to inspect the Twitter posts and to use them to predict the behaviour…

社会与信息网络 · 计算机科学 2018-01-17 Paolo Cremonesi , Chiara Francalanci , Alessandro Poli , Roberto Pagano , Luca Mazzoni , Alberto Maggioni , Mehdi Elahi

Sentiment-based stock prediction systems aim to explore sentiment or event signals from online corpora and attempt to relate the signals to stock price variations. Both the feature-based and neural-networks-based approaches have delivered…

计算与语言 · 计算机科学 2020-08-19 Yue Zhou , Kerstin Voigt

We build a new measure of credit and financial market sentiment using Natural Language Processing on Twitter data. We find that the Twitter Financial Sentiment Index (TFSI) correlates highly with corporate bond spreads and other price- and…

综合经济学 · 经济学 2023-05-26 Travis Adams , Andrea Ajello , Diego Silva , Francisco Vazquez-Grande

Today, Social networks such as Twitter are the most widely used platforms for communication of people. Analyzing this data has useful information to recognize the opinion of people in tweets. Sentiment analysis plays a vital role in NLP,…

计算与语言 · 计算机科学 2026-02-25 Seyed Himan Ghaderi , Saeed Sarbazi Azad , Mohammad Mehdi Jaziriyan , Ahmad Akbari

Investor sentiment shapes financial markets, yet modeling sentiment in Arabic financial contexts remains challenging due to linguistic complexity and limited resources. We present an Arabic NLP framework for large-scale financial sentiment…

计算与语言 · 计算机科学 2026-05-20 Mona H. Albaqawi , Eman M. Albalkhi , Joud A. Albaiti , Enrico Lopedoto
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