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Investor attention is an important concept in behavioral finance. Many articles have conducted cross-disciplinary research leading by this concept. In this paper, we use data extraction technology to collect a large number of Baidu Index…

计算机与社会 · 计算机科学 2019-11-05 Ren-jie Han , Shi-yuan Liu , Qian Li

We live in a computerized and networked society where many of our actions leave a digital trace and affect other people's actions. This has lead to the emergence of a new data-driven research field: mathematical methods of computer science,…

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

This study explores the potential of internet search volume data, specifically Google Trends, as an indicator for cross-sectional stock returns. Unlike previous studies, our research specifically investigates the search volume of the topic…

综合经济学 · 经济学 2023-08-22 HyeonJun Kim

The internet has changed the way we live, work and take decisions. As it is the major modern resource for research, detailed data on internet usage exhibits vast amounts of behavioral information. This paper aims to answer the question…

计量经济学 · 经济学 2022-06-02 Christopher Bockel-Rickermann

Many existing industrial recommender systems are sensitive to the patterns of user-item engagement. Light users, who interact less frequently, correspond to a data sparsity problem, making it difficult for the system to accurately learn and…

信息检索 · 计算机科学 2024-08-08 Hanjia Lyu , Hanqing Zeng , Yinglong Xia , Ren Chen , Jiebo Luo

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

We study investor learning and information acquisition in private markets using a large dataset of expert network calls. We develop a sequential Large Language Model (LLM)-Bayesian framework that treats expert interactions as sequential…

计算工程、金融与科学 · 计算机科学 2026-05-06 Yidong Chai , Yanguang Liu , Xuan Tian , Jiaheng Xie , Yonghang Zhou

With the increase in an average user's dependence on their mobile devices, the reliance on collecting his browsing history from mobile browsers has also increased. This browsing history is highly utilized in the advertising industry for…

信息检索 · 计算机科学 2019-04-26 Bharat Gaind , Nitish Varshney , Shubham Goel , Akash Mondal

Study of the forecasting models using large scale microblog discussions and the search behavior data can provide a good insight for better understanding the market movements. In this work we collected a dataset of 2 million tweets and…

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

This paper introduces the Hype Index as a novel metric to quantify media attention toward large-cap equities, leveraging advances in Natural Language Processing (NLP) for extracting predictive signals from financial news. Using the S&P 100…

统计金融 · 定量金融 2025-06-10 Zheng Cao , Wanchaloem Wunkaew , Helyette Geman

It has been long that literature in financial academics focuses mainly on price and return but much less on trading volume. In the past twenty years, it has already linked both price and trading volume to economic fundamentals, and explored…

综合金融 · 定量金融 2023-10-10 Leilei Shi , Bing Han , Yingzi Zhu , Liyan Han , Yiwen Wang , Yan Piao

Dwell time has been widely used in various fields to evaluate content quality and user engagement. Although many studies shown that content with long dwell time is good quality, contents with short dwell time have not been discussed in…

信息检索 · 计算机科学 2021-12-16 Ryosuke Homma , Yoshifumi Seki , Mitsuo Yoshida , Kyoji Umemura

The emergence of mobile eye trackers embedded in next generation smartphones or VR displays will make it possible to trace not only what objects we look at but also the level of attention in a given situation. Exploring whether we can…

人机交互 · 计算机科学 2016-02-17 Per Bækgaard , Michael Kai Petersen , Jakob Eg Larsen

The personalization of search results has gained increasing attention in the past few years, thanks to the development of Neural Networks-based approaches for Information Retrieval and the importance of personalization in many search…

信息检索 · 计算机科学 2023-08-31 Elias Bassani , Pranav Kasela , Gabriella Pasi

User experience in data visualization is typically assessed through post-viewing self-reports, but these overlook the dynamic cognitive processes during interaction. This study explores the use of mind wandering -- a phenomenon where…

人机交互 · 计算机科学 2024-08-08 Anjana Arunkumar , Lace Padilla , Chris Bryan

Portfolio diversification and active risk management are essential parts of financial analysis which became even more crucial (and questioned) during and after the years of the Global Financial Crisis. We propose a novel approach to…

投资组合管理 · 定量金融 2013-10-08 Ladislav Kristoufek

The think aloud method is an important and commonly used tool for usability optimization. However, analyzing think aloud data could be time consuming. In this paper, we put forth an automatic analysis of verbal protocols and test the link…

人机交互 · 计算机科学 2023-07-12 Supriya Murali , Tina Walber , Christoph Schaefer , Sezen Lim

In this work, we introduce a novel metric for auditing group fairness in ranked lists. Our approach offers two benefits compared to the state of the art. First, we offer a blueprint for modeling of user attention. Rather than assuming a…

计算机与社会 · 计算机科学 2019-05-14 Piotr Sapiezynski , Wesley Zeng , Ronald E. Robertson , Alan Mislove , Christo Wilson

Mobile advertising is a billion pound industry that is rapidly expanding. The success of an advert is measured based on how users interact with it. In this paper we investigate whether the application of unsupervised learning and…

计算机与社会 · 计算机科学 2016-11-17 Jenna Reps , Uwe Aickelin , Jonathan Garibaldi , Chris Damski
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