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Researchers have used social media data to estimate various macroeconomic indicators about public behaviors, mostly as a way to reduce surveying costs. One of the most widely cited economic indicator is consumer confidence index (CCI).…

社会与信息网络 · 计算机科学 2021-11-29 Neeti Pokhriyal , Abenezer Dara , Benjamin Valentino , Soroush Vosoughi

Social media platforms, such as Twitter, provide a totally new perspective in dealing with the traffic problems and is anticipated to complement the traditional methods. The geo-tagged tweets can provide the Twitter users' location…

社会与信息网络 · 计算机科学 2021-01-28 Zhenhua Zhang

Nowadays, social networks are becoming a popular way of analyzing tourist behavior, thanks to the digital traces left by travelers during their stays on these networks. The massive amount of data generated; by the propensity of tourists to…

机器学习 · 计算机科学 2025-11-26 Theo Demessance , Chongke Bi , Sonia Djebali , Guillaume Guerard

Social media users post content on various topics. A defining feature of social media is that other users can provide feedback -- called community feedback -- to their content in the form of comments, replies, and retweets. We hypothesize…

社会与信息网络 · 计算机科学 2021-03-09 David Ifeoluwa Adelani , Ryota Kobayashi , Ingmar Weber , Przemyslaw A. Grabowicz

Nowadays, recommender systems are present in many daily activities such as online shopping, browsing social networks, etc. Given the rising demand for reinvigoration of the tourist industry through information technology, recommenders have…

信息检索 · 计算机科学 2019-03-29 Alan Menk , Laura Sebastia , Rebeca Ferreira

This report explores the use of machine learning techniques to accurately predict travel times in city streets and highways using floating car data (location information of user vehicles on a road network). The aim of this report is…

机器学习 · 计算机科学 2010-12-21 Raffi Sevlian , Ram Rajagopal

Tourism industry has grown tremendously in the previous several decades. Despite its global impact, there still remain a number of open questions related to better understanding of tourists and their habits. In this work we analyze the…

计算机与社会 · 计算机科学 2016-09-19 Nemanja Djuric , Mihajlo Grbovic , Vladan Radosavljevic , Jaikit Savla , Varun Bhagwan , Doug Sharp

This paper presents a study of the life cycle of news articles posted online. We describe the interplay between website visitation patterns and social media reactions to news content. We show that we can use this hybrid observation method…

社会与信息网络 · 计算机科学 2013-10-15 Carlos Castillo , Mohammed El-Haddad , Jürgen Pfeffer , Matt Stempeck

The decision making involved behind the mode choice is critical for transportation planning. While statistical learning techniques like discrete choice models have been used traditionally, machine learning (ML) models have gained traction…

机器学习 · 计算机科学 2024-01-26 Tanmay Ghosh , Nithin Nagaraj

The contemporary tourism landscape is undergoing rapid digitization, necessitating a nuanced comprehension of online user behavior to guide data-driven decision-making. This research bridges an existing gap by investigating the tourism…

社会与信息网络 · 计算机科学 2023-08-17 Mehrdad Maghsoudi , Saeid Aliakbar , AmirMahdi Mohammadi

The COVID-19 pandemic presents challenges to both public health and the economy. Our objective is to examine how household expenditure, a significant component of private demand, reacts to changes in mobility. This investigation is crucial…

统计方法学 · 统计学 2025-10-07 Taekwon Hong , Wenbin Lu , Shu Yang , Pulak Ghosh

Mobility and transport, by their nature, involve crowds and require the coordination of multiple stakeholders - such as policy-makers, planners, transport operators, and the travelers themselves. However, traditional approaches have been…

Getting insights on human mobility patterns and being able to reproduce them accurately is of the utmost importance in a wide range of applications from public health, to transport and urban planning. Still the relationship between the…

物理与社会 · 物理学 2020-10-15 Maxime Lenormand , Juan Murillo Arias , Maxi San Miguel , José J. Ramasco

In the internet era, almost every business entity is trying to have its digital footprint in digital media and other social media platforms. For these entities, word of mouse is also very important. Particularly, this is quite crucial for…

计算与语言 · 计算机科学 2024-08-09 Subhasis Dasgupta , Soumya Roy , Jaydip Sen

Social networks are getting closer to our real physical world. People share the exact location and time of their check-ins and are influenced by their friends. Modeling the spatio-temporal behavior of users in social networks is of great…

社会与信息网络 · 计算机科学 2017-04-11 Ali Zarezade , Sina Jafarzadeh , Hamid R. Rabiee

The growth in availability of large-scale GPS mobility data from mobile devices has the potential to aid traditional travel demand models (TDMs) such as the four-step planning model, but those processing methods are not commonly used in…

综合经济学 · 经济学 2024-04-23 Rajat Verma , Eunhan Ka , Satish V. Ukkusuri

Social media platforms are thriving nowadays, so a huge volume of data is produced. As it includes brief and clear statements, millions of people post their thoughts on microblogging sites every day. This paper represents and analyze the…

社会与信息网络 · 计算机科学 2021-08-05 Suchandra Dutta , Dhrubasish Sarkar , Sohom Roy , Dipak K. Kole , Premananda Jana

User-generated reviews significantly influence consumer decisions, particularly in the travel domain when selecting accommodations. This paper contribution comprising two main elements. Firstly, we present a novel dataset of authentic guest…

信息检索 · 计算机科学 2024-07-02 Reda Igebaria , Eran Fainman , Sarai Mizrachi , Moran Beladev , Fengjun Wang

With the digitization of travel industry, it is more and more important to understand users from their online behaviors. However, online travel industry data are more challenging to analyze due to extra sparseness, dispersed user history…

信息检索 · 计算机科学 2021-02-19 Hongliu Cao , Eoin Thomas

Tourists often go to multiple tourism destinations in one trip. The volume of tourism flow between tourism destinations, also referred to as ITF (Inter-Destination Tourism Flow) in this paper, is commonly used for tourism management on…

计算机与社会 · 计算机科学 2023-05-08 Hanxi Fang , Song Gao , Feng Zhang