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The tourism industry is one of the potential revenues and has an important role in economics in Indonesia. The tourism Industry brings job and business opportunities, foreign exchange earnings, and infrastructure development, tourism also…

General Economics · Economics 2021-02-25 Andry Alamsyah , Sheila Shafira , Muhamad Alfin Yudhistira

In recent years, the use of databases that analyze trends, sentiments or news to make economic projections or create indicators has gained significant popularity, particularly with the Google Trends platform. This article explores the…

Econometrics · Economics 2025-03-31 Juan Tenorio , Heidi Alpiste , Jakelin Remón , Arian Segil

The transparency nature of Open Data is beneficial for citizens to evaluate government work performance. In Indonesia, each government bodies or ministry have their own standard operating procedure on data treatment resulting in incoherent…

Computers and Society · Computer Science 2021-02-18 A. Alamsyah , T. T. Gustyana , A. D. Fajaryanto , D. Septiafani

So far, Google Trend data have been used for influenza surveillance in many European and American countries; however, there are few attempts to apply the low-cost surveillance method in Asian developing countries. To investigate the…

Computers and Society · Computer Science 2015-12-11 Xichuan Zhou , Qin Li , Han Zhao , Shengli Li , Lei Yu , Fang Tang , Shengdong Hu , Guojun Li , Yujie Feng

Google Trends reports how frequently specific queries are searched on Google over time. It is widely used in research and industry to gain early insights into public interest. However, its data generation mechanism introduces missing…

Applications · Statistics 2025-10-15 Candice Djorno , Mauricio Santillana , Shihao Yang

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…

General Economics · Economics 2024-04-23 Rajat Verma , Eunhan Ka , Satish V. Ukkusuri

A better understanding of the behavior of tourists is strategic for improving services in the competitive and important economic segment of global tourism. Critical studies in the literature often explore the issue using traditional data,…

Social and Information Networks · Computer Science 2022-03-14 Lucas Skora , Helen Senefonte , Myriam Delgado , Ricardo Lüders , Thiago Silva

The Asian-pacific region is the major international tourism demand market in the world, and its tourism demand is deeply affected by various factors. Previous studies have shown that different market factors influence the tourism market…

General Economics · Economics 2020-02-24 Chengyuan Zhang , Fuxin Jiang , Shouyang Wang , Shaolong Sun

This research informs the means to develop an e-commerce strategy for web based tourism promotion of hotels located in developing countries. The study explored the aspects related to the use of information systems in web based tourism…

Computers and Society · Computer Science 2013-02-22 Arunasalam Sambhanthan , Alice Good

Tourism is an exciting thing to be visited by people in the world. Search for attractive and popular places can be done through social media. Data from social media or websites can be used as a reference to find current travel trends and…

Social and Information Networks · Computer Science 2022-09-30 Shoffan Saifullah

Understanding tourist visitation patterns is crucial for decision makers in order to create smart tourism industry. A growing body of tourism research uses geo-location data in order to better understand tourism demand. In this paper, we…

Social and Information Networks · Computer Science 2021-10-22 Damjan Vavpotič , Karmen Knavs , Ljubica Knežević Cvelbar

The information era is the time when information is not only largely generated, but also vastly processed in order to extract and generated more information. The complex nature of modern living is represented by the various kind of data.…

Computers and Society · Computer Science 2015-08-12 Hokky Situngkir

It is widely known that Google Trends have become one of the most popular free tools used by forecasters both in academics and in the private and public sectors. There are many papers, from several different fields, concluding that Google…

Econometrics · Economics 2021-04-13 Marcelo C. Medeiros , Henrique F. Pires

Tourism in India plays a quintessential role in the country's economy with an estimated 9.2% GDP share for the year 2018. With a yearly growth rate of 6.2%, the industry holds a huge potential for being the primary driver of the economy as…

Computer Vision and Pattern Recognition · Computer Science 2021-07-30 Aditya Jyoti Paul , Smaranjit Ghose , Kanishka Aggarwal , Niketha Nethaji , Shivam Pal , Arnab Dutta Purkayastha

Purpose - The purpose of this paper is to propose a mathematical model to determine invariant sets, set covering, orbits and, in particular, attractors in the set of tourism variables. Analysis was carried out based on an algorithm and…

Social and Information Networks · Computer Science 2025-03-10 Miguel Lloret-Climent , Andrés Montoyo-Guijarro , Yoan Gutierrez-Vázquez , Rafael Muñoz-Guillena , Kristian Alonso-Stenberg

Sequential Pattern Mining is an important component in establishing patterns and mining trends of certain activities. Insights into tourist movement and activity patterns is deemed beneficial for the tourism sector in many ways, such as…

Computers and Society · Computer Science 2018-11-09 Anmoila Talpur , Yanchun Zhang

COVID-19 pandemic has become a global issue nowadays. Various efforts have been made to break the chain of the spread of the COVID-19. Indonesia's government issued a large-scale social restrictions policy to prevent the spread of the…

Topline hotels are now shifting into the digital way in how they understand their customers to maintain and ensuring satisfaction. Rather than the conventional way which uses written reviews or interviews, the hotel is now heavily investing…

Information Retrieval · Computer Science 2021-10-13 Muhammad Apriandito Arya Saputra , Andry Alamsyah , Fajar Ibnu Fatihan

Using non-linear machine learning methods and a proper backtest procedure, we critically examine the claim that Google Trends can predict future price returns. We first review the many potential biases that may influence backtests with this…

Trading and Market Microstructure · Quantitative Finance 2014-03-10 Damien Challet , Ahmed Bel Hadj Ayed

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…

Social and Information Networks · Computer Science 2023-08-17 Mehrdad Maghsoudi , Saeid Aliakbar , AmirMahdi Mohammadi
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