Sentiment Analysis for Tourism Insights: A Machine Learning Approach

Sentiment Analysis for Tourism Insights: A Machine Learning Approach

This paper explores international tourism regarding Morocco’s leading touristic city Marrakech, and, more precisely, its two prominent public spaces, Jemaa el-Fna and the Medina. Following a web-scraping process of English reviews on TripAdvisor, a machine learning technique is proposed to gather in...

Full description

Saved in:

Bibliographic Details
Main Authors:	Kenza Charfaoui, Stéphane Mussard
Format:	Article
Language:	English
Published:	MDPI AG 2024-12-01
Series:	Stats
Subjects:	Marrakech large language models machine learning sentiment analysis voting model
Online Access:	https://www.mdpi.com/2571-905X/7/4/90
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Sentiment Analysis of Product Reviews Using Machine Learning and Pre-Trained LLM
by: Pawanjit Singh Ghatora, et al.
Published: (2024-12-01)

Comparison of Machine Learning Models for Sentiment Analysis of Big Turkish Web-Based Data
by: Cemile Gökçe Özmen, et al.
Published: (2025-02-01)

An overview of model uncertainty and variability in LLM-based sentiment analysis: challenges, mitigation strategies, and the role of explainability
by: David Herrera-Poyatos, et al.
Published: (2025-08-01)

Large Language Models Powered Aspect-Based Sentiment Analysis for Enhanced Customer Insights
by: Mariana Água, et al.
Published: (2025-01-01)

BdSentiLLM: A Novel LLM Approach to Sentiment Analysis of Product Reviews
by: Atia Shahnaz Ipa, et al.
Published: (2024-01-01)

Sentiment works in small-cap stocks: Japanese stock’s sentiment with language models
by: Masahiro Suzuki, et al.
Published: (2025-06-01)

Advancing Sentiment Analysis for Low-Resource Languages Using Fine-Tuned LLMs: A Case Study of Customer Reviews in Turkish Language
by: Rukiye Savran Kiziltepe, et al.
Published: (2025-01-01)

Sentiment Analysis of National Health Security Mobile Application Review Using Machine Learning
by: Deta Novian Anantika Putra
Published: (2024-12-01)

Synergizing transformer-based models and financial sentiment analysis: A framework for generative AI in economic decision-making
by: Nouri Hicham, et al.
Published: (2026-01-01)

Cross-lingual transfer of sentiment classifiers
by: Marko Robnik-Šikonja, et al.
Published: (2021-07-01)

Emo-SL Framework: Emoji Sentiment Lexicon Using Text-Based Features and Machine Learning for Sentiment Analysis
by: Manar Alfreihat, et al.
Published: (2024-01-01)

A Comparative Study of Sentiment Analysis on Customer Reviews Using Machine Learning and Deep Learning
by: Logan Ashbaugh, et al.
Published: (2024-12-01)

Application of Machine Learning Techniques to Classify Twitter Sentiments Using Vectorization Techniques
by: Manjog Padhy, et al.
Published: (2024-10-01)

A majority voting framework for reliable sentiment analysis of product reviews
by: Darie Moldovan
Published: (2025-02-01)

Leveraging Large Language Models for Sentiment Analysis and Investment Strategy Development in Financial Markets
by: Yejoon Mun, et al.
Published: (2025-04-01)

Integrating Sentiment Analysis With Machine Learning for Cyberbullying Detection on Social Media
by: Maram Fahaad Almufareh, et al.
Published: (2025-01-01)

Predicting Sentiments in Spotify Comments: A Comparative Analysis of Machine Learning Models
by: Filipe Augusto Felix de Queiroz, et al.
Published: (2024-12-01)

An Experimental Study on Dynamic Lifelong Learning With GPT for Mitigating Catastrophic Forgetting in Aspect-Based Sentiment Analysis
by: Huang Huang, et al.
Published: (2025-01-01)

Examining Customer Satisfaction Through Transformer-Based Sentiment Analysis for Improving Bilingual E-Commerce Experiences
by: Shizhong Shan, et al.
Published: (2025-01-01)

A Social Media Sentiment Analysis Using Machine Learning Approaches
by: Noor Salah Irzooqi Al-Agele, et al.
Published: (2025-08-01)

Examining Sentiment Analysis for Low-Resource Languages with Data Augmentation Techniques
by: Gaurish Thakkar, et al.
Published: (2024-11-01)

Opinion mining in e-commerce: Evaluating machine learning approaches for sentiment analysis
by: L. Lakshmi, et al.
Published: (2025-06-01)

Sentiment analysis of emoji fused reviews using machine learning and Bert
by: Amit Khan, et al.
Published: (2025-03-01)

Novel Sentiment Majority Voting Classifier and Transfer Learning-Based Feature Engineering for Sentiment Analysis of Deepfake Tweets
by: Madiha Khalid, et al.
Published: (2024-01-01)

Multilingual Sarcasm Detection for Enhancing Sentiment Analysis using Deep Learning Algorithms
by: Ahmed Derbala Yacoub, et al.
Published: (2024-12-01)

The Rise of Artificial Intelligence Phobia! Unveiling News-Driven Spread of AI Fear Sentiment Using ML, NLP, and LLMs
by: Jim Samuel, et al.
Published: (2025-01-01)

Comparing large Language models and human annotators in latent content analysis of sentiment, political leaning, emotional intensity and sarcasm
by: Ljubiša Bojić, et al.
Published: (2025-04-01)

SENTIMENT ANALYSIS OF JAKLINGKO APP REVIEWS USING MACHINE LEARNING AND LSTM
by: Maghfiroh Maulani, et al.
Published: (2025-03-01)

Financial Sentiment Analysis and Classification: A Comparative Study of Fine-Tuned Deep Learning Models
by: Dimitrios K. Nasiopoulos, et al.
Published: (2025-05-01)

A Multidimensional Study of the 2023 Beijing Extreme Rainfall: Theme, Location, and Sentiment Based on Social Media Data
by: Xun Zhang, et al.
Published: (2025-03-01)

Sentiment Analysis using Support Vector Machine and Random Forest
by: Talha Ahmed Khan, et al.
Published: (2024-02-01)

Combining large language models with interpretable models for explainable aspect-based sentiment analysis in the medical domain
by: Yang Zhang, et al.
Published: (2025-08-01)

Comparison of Deep Learning Sentiment Analysis Methods, Including LSTM and Machine Learning
by: Jean Max T. Habib, et al.
Published: (2023-11-01)

Design and Implementation of Aspect-Based Sentiment Analysis Task
by: Ningyi Zhang
Published: (2023-08-01)

Integrating machine learning and sentiment analysis in movie recommendation systems
by: Amany M. Sarhan, et al.
Published: (2024-11-01)

A Review on Text Sentiment Analysis With Machine Learning and Deep Learning Techniques
by: Yonatan Mamani-Coaquira, et al.
Published: (2024-01-01)

The Effect of Various Text Representation Methods for Sentiment Analysis on Movie Review Data with Different Machine Learning Methods
by: Veysel Göç, et al.
Published: (2024-12-01)

Sentiment analysis for depression detection: A stacking ensemble-based deep learning approach
by: Kinza Noor, et al.
Published: (2025-12-01)

Opinion Mining and Perceptions of Self-Determination in Videoconference Classrooms Using Machine Learning and Multidimensional Sentiment Frameworks
by: Bosede Iyiade Edwards
Published: (2025-04-01)

ML Based Social Media Data Emotion Analyzer and Sentiment Classifier with Enriched Preprocessor
by: Jayamalini Kothandan, et al.
Published: (2021-05-01)