Clustering-Based Joint Topic-Sentiment Modeling of Social Media Data: A Neural Networks Approach
With the vast amount of social media posts available online, topic modeling and sentiment analysis have become central methods to better understand and analyze online behavior and opinion. However, semantic and sentiment analysis have rarely been combined for joint topic-sentiment modeling which yie...
| Published in: | Information |
|---|---|
| Main Authors: | David Hanny, Bernd Resch |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-04-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2078-2489/15/4/200 |
Similar Items
Joint Sentiment Part Topic Regression Model for Multimodal Analysis
by: Mengyao Li, et al.
Published: (2020-10-01)
by: Mengyao Li, et al.
Published: (2020-10-01)
Exploring Pandemics Events on Twitter by Using Sentiment Analysis and Topic Modelling
by: Zhikang Qin, et al.
Published: (2022-11-01)
by: Zhikang Qin, et al.
Published: (2022-11-01)
LDA-Based Topic Modeling Sentiment Analysis Using Topic/Document/Sentence (TDS) Model
by: Akhmedov Farkhod, et al.
Published: (2021-11-01)
by: Akhmedov Farkhod, et al.
Published: (2021-11-01)
Decoding Consumer Sentiments: Advanced NLP Techniques for Analyzing Smartphone Reviews
by: Shaista Jabeen
Published: (2024-09-01)
by: Shaista Jabeen
Published: (2024-09-01)
Sentiment analysis researches story narrated by topic modeling approach
by: Saeed Rouhani, et al.
Published: (2022-01-01)
by: Saeed Rouhani, et al.
Published: (2022-01-01)
#AllforJan: How Twitter Users in Europe Reacted to the Murder of Ján Kuciak—Revealing Spatiotemporal Patterns through Sentiment Analysis and Topic Modeling
by: Tamás Kovács, et al.
Published: (2021-08-01)
by: Tamás Kovács, et al.
Published: (2021-08-01)
Perceptions of the Future of Artificial Intelligence on Social Media: A Topic Modeling and Sentiment Analysis Approach
by: Ayse Ocal
Published: (2024-01-01)
by: Ayse Ocal
Published: (2024-01-01)
Voices of People With Disabilities: Integrating Topic Modeling and Sentiment Analysis to Study Disability Discourse on Social Media
by: Richard K. Lomotey, et al.
Published: (2025-01-01)
by: Richard K. Lomotey, et al.
Published: (2025-01-01)
Topic modeling and sentiment analysis about Mandalika on social media using the latent Dirichlet allocation method
by: Rifqi Hammad, et al.
Published: (2022-11-01)
by: Rifqi Hammad, et al.
Published: (2022-11-01)
Identifying Patients’ Preference During Their Hospital Experience. A Sentiment and Topic Analysis of Patient-Experience Comments via Natural Language Techniques
by: Yuan J, et al.
Published: (2025-07-01)
by: Yuan J, et al.
Published: (2025-07-01)
Generative artificial intelligence in topic-sentiment classification for Arabic text: a comparative study with possible future directions
by: Fatima Alderazi, et al.
Published: (2024-07-01)
by: Fatima Alderazi, et al.
Published: (2024-07-01)
Understanding heterogeneity of investor sentiment on social media: A structural topic modeling approach
by: Rongjiao Ji, et al.
Published: (2022-10-01)
by: Rongjiao Ji, et al.
Published: (2022-10-01)
Topic-Based Document-Level Sentiment Analysis Using Contextual Cues
by: Ciprian-Octavian Truică, et al.
Published: (2021-10-01)
by: Ciprian-Octavian Truică, et al.
Published: (2021-10-01)
Public Attitudes During the Second Lockdown: Sentiment and Topic Analyses Using Tweets From Ontario, Canada
by: Shu-Feng Tsao, et al.
Published: (2022-02-01)
by: Shu-Feng Tsao, et al.
Published: (2022-02-01)
Using Twitter to track immigration sentiment during early stages of the COVID-19 pandemic
by: Francisco Rowe, et al.
Published: (2021-01-01)
by: Francisco Rowe, et al.
Published: (2021-01-01)
Sentiment visualization of correlation of loneliness mapped through social intelligence analysis
by: Hurmat Ali Shah, et al.
Published: (2024-01-01)
by: Hurmat Ali Shah, et al.
Published: (2024-01-01)
The Conversation around Islam on Twitter: Topic Modeling and Sentiment Analysis of Tweets about the Muslim Community in Spain since 2015
by: William González-Baquero, et al.
Published: (2023-05-01)
by: William González-Baquero, et al.
Published: (2023-05-01)
Evaluating COVID-19 public discourse for sentiment, topic, and geolocation analysis
by: Festus A. Omojowo, et al.
Published: (2025-05-01)
by: Festus A. Omojowo, et al.
Published: (2025-05-01)
Use of sentiment analysis for capturing hospitalized cancer patients' experience from free-text comments in the Persian language
by: Azita Yazdani, et al.
Published: (2023-11-01)
by: Azita Yazdani, et al.
Published: (2023-11-01)
Sentiment Analysis and Topic Modeling Regarding Online Classes on the Reddit Platform: Educators versus Learners
by: Shanghao Li, et al.
Published: (2023-02-01)
by: Shanghao Li, et al.
Published: (2023-02-01)
Reddit comment analysis: sentiment prediction and topic modeling using VADER and BERTopic
by: Denilson de Oliveira Silva, et al.
Published: (2024-12-01)
by: Denilson de Oliveira Silva, et al.
Published: (2024-12-01)
Navigating the Digital Neurolandscape: Analyzing the Social Perception of and Sentiments Regarding Neurological Disorders through Topic Modeling and Unsupervised Research Using Twitter
by: Javier Domingo-Espiñeira, et al.
Published: (2024-03-01)
by: Javier Domingo-Espiñeira, et al.
Published: (2024-03-01)
Comprehensive analysis and application of geological disaster information leveraging topic modeling and sentiment mining
by: Gang Cheng, et al.
Published: (2025-09-01)
by: Gang Cheng, et al.
Published: (2025-09-01)
Examining media’s coverage of COVID-19 vaccines and social media sentiments on vaccine manufacturers’ stock prices
by: Shun Yao Bai, et al.
Published: (2024-08-01)
by: Shun Yao Bai, et al.
Published: (2024-08-01)
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)
by: Xun Zhang, et al.
Published: (2025-03-01)
Using Artificial Intelligence to Understand What Causes Sentiment Changes on Social Media
by: Fuad Alattar, et al.
Published: (2021-01-01)
by: Fuad Alattar, et al.
Published: (2021-01-01)
Harnessing the Power of Multi-Source Media Platforms for Public Perception Analysis: Insights from the Ohio Train Derailment
by: Tao Hu, et al.
Published: (2025-04-01)
by: Tao Hu, et al.
Published: (2025-04-01)
Sentiment Analysis and Topic Modeling in Transportation: A Literature Review
by: Ewerton Chaves Moreira Torres, et al.
Published: (2025-06-01)
by: Ewerton Chaves Moreira Torres, et al.
Published: (2025-06-01)
Mining Insights From Esports Game Reviews With an Aspect-Based Sentiment Analysis Framework
by: Yang Yu, et al.
Published: (2023-01-01)
by: Yang Yu, et al.
Published: (2023-01-01)
Analysing Online Reviews Consumers’ Experiences of Mobile Travel Applications with Sentiment Analysis and Topic Modelling: The Example of Booking and Expedia
by: Pınar Çelik Çaylak, et al.
Published: (2024-12-01)
by: Pınar Çelik Çaylak, et al.
Published: (2024-12-01)
ChatGPT across Arabic Twitter: A Study of Topics, Sentiments, and Sarcasm
by: Shahad Al-Khalifa, et al.
Published: (2023-11-01)
by: Shahad Al-Khalifa, et al.
Published: (2023-11-01)
Topic Modelling and Sentiment Analysis of Tweets Related to Freedom Convoy 2022 in Canada
by: Shih-Hsio Huang, et al.
Published: (2022-10-01)
by: Shih-Hsio Huang, et al.
Published: (2022-10-01)
Large Language Model-Based Topic-Level Sentiment Analysis for E-Grocery Consumer Reviews
by: Julizar Isya Pandu Wangsa, et al.
Published: (2025-07-01)
by: Julizar Isya Pandu Wangsa, et al.
Published: (2025-07-01)
Unveiling public perceptions at the beginning of lockdown: an application of structural topic modeling and sentiment analysis in the UK and India
by: Xinhe Kang, et al.
Published: (2024-10-01)
by: Xinhe Kang, et al.
Published: (2024-10-01)
The Conversation around COVID-19 on Twitter—Sentiment Analysis and Topic Modelling to Analyse Tweets Published in English during the First Wave of the Pandemic
by: Javier J. Amores, et al.
Published: (2023-03-01)
by: Javier J. Amores, et al.
Published: (2023-03-01)
Twitter-Based Sentiment Analysis and Topic Modeling of Social Media Posts Using Natural Language Processing, to Understand People’s Perspectives Regarding COVID-19 Booster Vaccine Shots in India: Crucial to Expanding Vaccination Coverage
by: Praveen SV, et al.
Published: (2022-11-01)
by: Praveen SV, et al.
Published: (2022-11-01)
Identifying mental health discussion topic in social media community: subreddit of bipolar disorder analysis
by: Tatsawan Timakum, et al.
Published: (2023-11-01)
by: Tatsawan Timakum, et al.
Published: (2023-11-01)
Twitter-Based Sentiment Analysis and Topic Modeling of Social Media Posts using Natural Language Processing, to Understand People’s Perspectives Regarding COVID-19 Omicron Subvariants XBB.1.5 and BF.7
by: S.V. Praveen, et al.
Published: (2023-03-01)
by: S.V. Praveen, et al.
Published: (2023-03-01)
Soaring Energy Prices: Understanding Public Engagement on Twitter Using Sentiment Analysis and Topic Modeling With Transformers
by: Zenun Kastrati, et al.
Published: (2023-01-01)
by: Zenun Kastrati, et al.
Published: (2023-01-01)
Public Attitudes and Sentiments toward Common Prosperity in China: A Text Mining Analysis Based on Social Media
by: Yang Li, et al.
Published: (2024-05-01)
by: Yang Li, et al.
Published: (2024-05-01)
Similar Items
-
Joint Sentiment Part Topic Regression Model for Multimodal Analysis
by: Mengyao Li, et al.
Published: (2020-10-01) -
Exploring Pandemics Events on Twitter by Using Sentiment Analysis and Topic Modelling
by: Zhikang Qin, et al.
Published: (2022-11-01) -
LDA-Based Topic Modeling Sentiment Analysis Using Topic/Document/Sentence (TDS) Model
by: Akhmedov Farkhod, et al.
Published: (2021-11-01) -
Decoding Consumer Sentiments: Advanced NLP Techniques for Analyzing Smartphone Reviews
by: Shaista Jabeen
Published: (2024-09-01) -
Sentiment analysis researches story narrated by topic modeling approach
by: Saeed Rouhani, et al.
Published: (2022-01-01)
