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This paper presents a cross-domain trend analysis that aims to identify and analyze the relationships between stock prices, stock news on Twitter, and users' behaviors on e-commerce websites. The analysis is based on three datasets: a US…

统计金融 · 定量金融 2023-01-02 Aditya Pandey , Haseeba Fathiya , Nivedita Patel

Social Media are nowadays the privileged channel for information spreading and news checking. Unexpectedly for most of the users, automated accounts, also known as social bots, contribute more and more to this process of news spreading.…

社会与信息网络 · 计算机科学 2021-06-08 Guido Caldarelli , Rocco De Nicola , Fabio Del Vigna , Marinella Petrocchi , Fabio Saracco

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

Understanding the dynamics of social interactions is crucial to comprehend human behavior. The emergence of online social media has enabled access to data regarding people relationships at a large scale. Twitter, specifically, is an…

物理与社会 · 物理学 2022-09-07 Felipe Maciel Cardoso , Sandro Meloni , Andre Santanche , Yamir Moreno

Nowadays, many platforms on the Web offer organized events, allowing users to be organizers or participants. For such platforms, it is beneficial to predict potential event participants. Existing work on this problem tends to borrow…

机器学习 · 计算机科学 2023-10-03 Yihong Zhang , Takahiro Hara

A very large number of people use Online Social Networks daily. Such platforms thus become attractive targets for agents that seek to gain access to the attention of large audiences, and influence perceptions or opinions. Botnets,…

We study strategic interactions in a broker-mediated market in which agents learn and exploit each other's private information. A broker provides liquidity to an informed trader and to noise traders while managing inventory in a lit market.…

交易与市场微观结构 · 定量金融 2026-01-21 Alif Aqsha , Fayçal Drissi , Leandro Sánchez-Betancourt

In this paper, we introduce an event-driven trading strategy that predicts stock movements by detecting corporate events from news articles. Unlike existing models that utilize textual features (e.g., bag-of-words) and sentiments to…

计算与语言 · 计算机科学 2021-05-31 Zhihan Zhou , Liqian Ma , Han Liu

Twitter updates now represent an enormous stream of information originating from a wide variety of formal and informal sources, much of which is relevant to real-world events. In this paper we adapt existing bio-surveillance algorithms to…

社会与信息网络 · 计算机科学 2015-04-10 Nicholas Thapen , Donal Simmie , Chris Hankin

Businesses communicate using Twitter for a variety of reasons -- to raise awareness of their brands, to market new products, to respond to community comments, and to connect with their customers and potential customers in a targeted manner.…

社会与信息网络 · 计算机科学 2019-10-29 Renhao Cui , Gagan Agrawal , Rajiv Ramnath

Working adults spend nearly one third of their daily time at their jobs. In this paper, we study job-related social media discourse from a community of users. We use both crowdsourcing and local expertise to train a classifier to detect…

社会与信息网络 · 计算机科学 2015-11-17 Tong Liu , Christopher M. Homan , Cecilia Ovesdotter Alm , Ann Marie White , Megan C. Lytle-Flint , Henry A. Kautz

Successful animal systems often manage risk through synchronous behavior that spontaneously arises without leadership. In critical human systems facing risk, such as financial markets or military operations, our understanding of the…

物理与社会 · 物理学 2011-10-04 Serguei Saavedra , Kathleen Hagerty , Brian Uzzi

The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial. This is especially important for computational finance, where digital traces…

社会与信息网络 · 计算机科学 2016-05-13 David Garcia , Frank Schweitzer

The forecasting of political, economic, and public health indicators using internet activity has demonstrated mixed results. For example, while some measures of explicitly surveyed public opinion correlate well with social media proxies,…

In this study, we wish to showcase the unique utility of large language models (LLMs) in financial semantic annotation and alpha signal discovery. Leveraging a corpus of company-related tweets, we use an LLM to automatically assign…

统计金融 · 定量金融 2025-08-19 Yueyi Wang , Qiyao Wei

Today, social media provide the means by which billions of people experience news and events happening around the world. However, the absence of traditional journalistic gatekeeping allows information to flow unencumbered through these…

社会与信息网络 · 计算机科学 2017-01-02 Tanushree Mitra , Graham Wright , Eric Gilbert

People nowadays express their opinions in online spaces, using different forms of interactions such as posting, sharing and discussing with one another. How do these digital traces change in response to events happening in the real world?…

物理与社会 · 物理学 2025-03-13 Antonio Desiderio , Anna Mancini , Giulio Cimini , Riccardo Di Clemente

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

Most people participate in meetings almost every day, multiple times a day. The study of meetings is important, but also challenging, as it requires an understanding of social signals and complex interpersonal dynamics. Our aim this work is…

应用统计 · 统计学 2013-06-11 Been Kim , Cynthia Rudin

Bots have become increasingly prevalent in the digital sphere and have taken up a proactive role in shaping democratic processes. While previous studies have focused on their influence at the individual level, their potential macro-level…

计算机与社会 · 计算机科学 2024-05-30 Beril Bulat , Martin Hilbert