Turning words into consumer preferences: How sentiment analysis is framed in research and the news media

C Puschmann, A Powell - Social Media+ Society, 2018 - journals.sagepub.com
Sentiment analysis is an increasingly popular instrument for the analysis of social media
discourse. Sentiment scores seemingly represent an objective means of assessing the …

Challenges in sentiment analysis

SM Mohammad - A practical guide to sentiment analysis, 2017 - Springer
A vast majority of the work in Sentiment Analysis has been on developing more accurate
sentiment classifiers, usually involving supervised machine learning algorithms and a …

[HTML][HTML] A review on sentiment analysis from social media platforms

M Rodríguez-Ibánez, A Casánez-Ventura… - Expert Systems with …, 2023 - Elsevier
Sentiment analysis has proven to be a valuable tool to gauge public opinion in different
disciplines. It has been successfully employed in financial market prediction, health issues …

The evolution of sentiment analysis—A review of research topics, venues, and top cited papers

MV Mäntylä, D Graziotin, M Kuutila - Computer Science Review, 2018 - Elsevier
Sentiment analysis is one of the fastest growing research areas in computer science, making
it challenging to keep track of all the activities in the area. We present a computer-assisted …

[图书][B] A practical guide to sentiment analysis

E Cambria, D Das, S Bandyopadhyay, A Feraco - 2017 - Springer
While sentiment analysis research has become very popular in the past ten years, most
companies and researchers still approach it simply as a polarity detection problem. In reality …

[HTML][HTML] A systematic review of social media-based sentiment analysis: Emerging trends and challenges

QA Xu, V Chang, C Jayne - Decision Analytics Journal, 2022 - Elsevier
In the present information age, a wide and significant variety of social media platforms have
been developed and become an important part of modern life. Massive amounts of user …

Unveiling what is written in the stars: Analyzing explicit, implicit, and discourse patterns of sentiment in social media

F Villarroel Ordenes, S Ludwig… - Journal of Consumer …, 2017 - academic.oup.com
Deciphering consumers' sentiment expressions from big data (eg, online reviews) has
become a managerial priority to monitor product and service evaluations. However …

Sentiment analysis: Automatically detecting valence, emotions, and other affectual states from text

SM Mohammad - Emotion measurement, 2021 - Elsevier
Recent advances in machine learning have led to computer systems that are humanlike in
behavior. Sentiment analysis, the automatic determination of emotions in text, is allowing us …

[PDF][PDF] Sentiment analysis: An overview

Y Mejova - University of Iowa, Computer Science Department, 2009 - academia.edu
As a response to the growing availability of informal, opinionated texts like blog posts and
product review websites, a field of Sentiment Analysis has sprung up in the past decade to …

[HTML][HTML] Social context in sentiment analysis: Formal definition, overview of current trends and framework for comparison

JF Sánchez-Rada, CA Iglesias - Information Fusion, 2019 - Elsevier
Sentiment analysis in social media is harder than in other types of text due to limitations
such as abbreviations, jargon, and references to existing content or concepts. Nevertheless …