Machine learning applied to tourism: A systematic review

JCS Núñez, JA Gómez‐Pulido… - … Reviews: Data Mining …, 2024 - Wiley Online Library
The application of machine learning techniques in the field of tourism is experiencing a
remarkable growth, as they allow to propose efficient solutions to problems present in this …

A topic modeling comparison between lda, nmf, top2vec, and bertopic to demystify twitter posts

R Egger, J Yu - Frontiers in sociology, 2022 - frontiersin.org
The richness of social media data has opened a new avenue for social science research to
gain insights into human behaviors and experiences. In particular, emerging data-driven …

Recommender systems applied to the tourism industry: a literature review

A Solano-Barliza, I Arregocés-Julio… - Cogent Business & …, 2024 - Taylor & Francis
Recommender systems-RS-have experienced exponential growth in various fields,
especially in the tourism sector, improving tourism activities' accuracy, personalization, and …

Facilitating topic modeling in tourism research: Comprehensive comparison of new AI technologies

AP Kirilenko, S Stepchenkova - Tourism Management, 2025 - Elsevier
In the past few years, a new crop of transformer-based language models such as Google's
BERT and OpenAI's ChatGPT has become increasingly popular in text analysis, owing their …

Leveraging state-of-the-art topic modeling for news impact analysis on financial markets: a comparative study

W Chen, F Rabhi, W Liao, I Al-Qudah - Electronics, 2023 - mdpi.com
News impact analysis has become a common task conducted by finance researchers, which
involves reading and selecting news articles based on themes and sentiments, pairing news …

Travel while working remotely: A topological data analysis of well-being in remote work trip experiences

E Chevtaeva, B Neuhofer, R Egger… - Journal of Travel …, 2024 - journals.sagepub.com
The proliferation of novel work arrangements, accelerated by the COVID-19 pandemic, has
led to the emergence of remote work trip experiences in which work is conducted within the …

Examine pet travel experiences from human–pet interaction: the moderating role of pet attachment

Z Wei, XY Leung, H Xu - Tourism Review, 2024 - emerald.com
Purpose This study aims to explore the underlying mechanism of human–pet interaction in
pet tourism affecting tourism experiences and daily lives of tourists. The research …

Topic modelling: Modelling hidden semantic structures in textual data

R Egger - Applied data science in tourism: Interdisciplinary …, 2022 - Springer
Due to the rapid growth of texts in today's society, much of which is produced via online
social networks in the form of user-generated content, extracting useful information from …

The elements of visual art recommendation: Learning latent semantic representations of paintings

BA Yilma, LA Leiva - Proceedings of the 2023 CHI Conference on …, 2023 - dl.acm.org
Artwork recommendation is challenging because it requires understanding how users
interact with highly subjective content, the complexity of the concepts embedded within the …

Topic modeling and social network analysis approach to explore diabetes discourse on Twitter in India

T Ramamoorthy, V Kulothungan… - Frontiers in Artificial …, 2024 - frontiersin.org
Introduction The utilization of social media presents a promising avenue for the prevention
and management of diabetes. To effectively cater to the diabetes-related knowledge …