Text mining of user-generated content (UGC) for business applications in e-commerce: A systematic review

S Li, F Liu, Y Zhang, B Zhu, H Zhu, Z Yu - Mathematics, 2022 - mdpi.com
In the Web2. 0 era, user-generated content (UGC) provides a valuable source of data to aid
in understanding consumers and driving intelligent business. Text mining techniques, such …

Review helpfulness prediction on e-commerce websites: A comprehensive survey

S Saumya, PK Roy, JP Singh - Engineering Applications of Artificial …, 2023 - Elsevier
This comprehensive survey investigates methodologies and factors utilized for predicting
review helpfulness on e-commerce websites. Analyzing 132 research publications from the …

Effectiveness of fine-tuned BERT model in classification of helpful and unhelpful online customer reviews

M Bilal, AA Almazroi - Electronic Commerce Research, 2023 - Springer
The problem of information overload in online review platforms has seriously hampered
many customers' ability to evaluate the quality of products or businesses when making …

Followership behavior and corporate social responsibility disclosure: Analysis and implications for sustainability research

E Arrigo, A Di Vaio, R Hassan, R Palladino - Journal of Cleaner Production, 2022 - Elsevier
This study explores the influence of social media on corporate social responsibility (CSR)
disclosure. The purpose is to understand if and how followership behaviours (eg, likes …

Effect of user-generated image on review helpfulness: Perspectives from object detection

Y Yang, Y Wang, J Zhao - Electronic Commerce Research and …, 2023 - Elsevier
Many e-commerce platforms encourage users to upload user-generated images when
posting reviews, while it is still not clear what aspects in images are considered helpful by …

Revisiting review helpfulness prediction: An advanced deep learning model with multimodal input from Yelp

T Zheng, Z Lin, Y Zhang, Q Jiao, T Su, H Tan… - International Journal of …, 2023 - Elsevier
The ways in which different components collectively influence review helpfulness is not well
understood in hospitality. This study shows how multiple review data modalities can be …

Natural language processing for analyzing online customer reviews: A survey, taxonomy, and open research challenges

N Malik, M Bilal - PeerJ Computer Science, 2024 - peerj.com
In recent years, e-commerce platforms have become popular and transformed the way
people buy and sell goods. People are rapidly adopting Internet shop** due to the …

Predicting E-commerce customer satisfaction: Traditional machine learning vs. deep learning approaches

M Zaghloul, S Barakat, A Rezk - Journal of Retailing and Consumer …, 2024 - Elsevier
The rapid growth of e-commerce has increased the need for retailers to understand and
predict customer satisfaction to support data-driven managerial decisions. This study …

The impacts of geographic and social influences on review helpfulness perceptions: A social contagion perspective

L **a - Tourism Management, 2023 - Elsevier
Identifying and presenting helpful reviews to customers can significantly affect their
purchase decisions. Although review helpfulness has been extensively explored in tourism …

Visual information and appearance: The impact of visual attributes of user-generated photos on review helpfulness

L Luo, L Liu, Y Zheng, J Chen - Telematics and Informatics, 2024 - Elsevier
Images have become integral to consumers' sharing of consumption experiences due to
their abilities of carrying rich and vivid information. Drawing from the perspective of …