A systematic literature review on machine learning applications for consumer sentiment analysis using online reviews

PK Jain, R Pamula, G Srivastava - Computer science review, 2021 - Elsevier
Consumer sentiment analysis is a recent fad for social media-related applications such as
healthcare, crime, finance, travel, and in academia. Disentangling consumer perception to …

An empirical comparison of machine learning methods for text-based sentiment analysis of online consumer reviews

HJ Alantari, IS Currim, Y Deng, S Singh - International Journal of Research …, 2022 - Elsevier
The amount of digital text-based consumer review data has increased dramatically and
there exist many machine learning approaches for automated text-based sentiment analysis …

A deep learning-based model using hybrid feature extraction approach for consumer sentiment analysis

G Kaur, A Sharma - Journal of big data, 2023 - Springer
There is an exponential growth in textual content generation every day in today's world. In-
app messaging such as Telegram and WhatsApp, social media websites such as Instagram …

A machine learning-based sentiment analysis of online product reviews with a novel term weighting and feature selection approach

H Zhao, Z Liu, X Yao, Q Yang - Information Processing & Management, 2021 - Elsevier
Recently, online shopping has turned into a mainstream means for users to purchase as
well as consume with the upsurge development of Internet technology. User satisfaction can …

Sentiment analysis of consumer reviews using deep learning

A Iqbal, R Amin, J Iqbal, R Alroobaea, A Binmahfoudh… - Sustainability, 2022 - mdpi.com
Internet and social media platforms such as Twitter, Facebook, and several blogs provide
various types of helpful information worldwide. The increased usage of social media and e …

Segment-level joint topic-sentiment model for online review analysis

Q Yang, Y Rao, H Xie, J Wang, FL Wang… - IEEE Intelligent …, 2019 - ieeexplore.ieee.org
With the rapid development of the Internet, an increasing number of users enjoy to shop
online and express their reviews on the products and services. Analysis of these online …

Transforming sentiment analysis for e-commerce product reviews: Hybrid deep learning model with an innovative term weighting and feature selection

P Rasappan, M Premkumar, G Sinha… - Information Processing …, 2024 - Elsevier
Improving user satisfaction by analyzing many user reviews found on e-commerce platforms
is becoming increasingly significant in this modern world. However, accurately predicting …

Developing an Intelligent System with Deep Learning Algorithms for Sentiment Analysis of E‐Commerce Product Reviews

ME Alzahrani, THH Aldhyani… - Computational …, 2022 - Wiley Online Library
Most consumers rely on online reviews when deciding to purchase e‐commerce services or
products. Unfortunately, the main problem of these reviews, which is not completely tackled …

[PDF][PDF] A comparison of sentiment analysis methods on Amazon reviews of Mobile Phones

SA Aljuhani, NS Alghamdi - International Journal of Advanced …, 2019 - researchgate.net
The consumer reviews serve as feedback for businesses in terms of performance, product
quality, and consumer service. In this research, we predict consumer opinion based on …

Sentiment classification of online reviews to travel destinations by supervised machine learning approaches

Q Ye, Z Zhang, R Law - Expert systems with applications, 2009 - Elsevier
The rapid growth in Internet applications in tourism has lead to an enormous amount of
personal reviews for travel-related information on the Web. These reviews can appear in …