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 …

[HTML][HTML] Design of review systems–A strategic instrument to shape online reviewing behavior and economic outcomes

D Gutt, J Neumann, S Zimmermann, D Kundisch… - The Journal of Strategic …, 2019 - Elsevier
As online reviews play a decisive role in consumers' purchase decisions, e-commerce
platforms are using review systems strategically to obtain a competitive advantage …

Helpfulness of online reviews: Examining review informativeness and classification thresholds by search products and experience products

X Sun, M Han, J Feng - Decision Support Systems, 2019 - Elsevier
Abstract Information overload often makes it difficult for consumers to identify helpful online
product reviews through the traditional “helpful votes” function; therefore, it has become …

When is enough, enough? Investigating product reviews and information overload from a consumer empowerment perspective

H Hu, AS Krishen - Journal of Business Research, 2019 - Elsevier
This study focuses on consumers' processing of online reviews as an empowering
experience. We investigate how decision support information (ie, online reviews) can lead to …

Disentangling consumer recommendations: Explaining and predicting airline recommendations based on online reviews

M Siering, AV Deokar, C Janze - Decision Support Systems, 2018 - Elsevier
Consumer recommendations of products and services are important performance indicators
for organizations to gain feedback on their offerings. Furthermore, they are important for …

The searching artificial intelligence: Consumers show less aversion to algorithm‐recommended search product

Z **e, Y Yu, J Zhang, M Chen - Psychology & Marketing, 2022 - Wiley Online Library
Though artificial intelligence (AI) recommendation is a hot topic in recent marketing
research, previous research has shown a convergent tendency for aversion to AI …

Don't believe strangers: Online consumer reviews and the role of social psychological distance

B Hernández-Ortega - Information & Management, 2018 - Elsevier
Participants in online consumer review (OCR) communications are complete strangers.
There is barely any research that has examined the relationship established between these …

Search product and experience product online reviews: An eye-tracking study on consumers' review search behavior

J Luan, Z Yao, FT Zhao, H Liu - Computers in Human Behavior, 2016 - Elsevier
This study uses eye-tracking method to investigate consumers' online review search
behavior by suggesting that it needs to consider the type of product reviewed. A review …

Understanding trust in ms-commerce: The roles of reported experience, linguistic style, profile photo, emotional, and cognitive trust

LY Leong, TS Hew, KB Ooi, AYL Chong… - Information & …, 2021 - Elsevier
This paper examines what influences trust in mobile social commerce environment. Drawing
on trust-based acceptance model (ie cognitive and emotional trust) and online review …

Are longer reviews always more helpful? Disentangling the interplay between review length and line of argumentation

B Lutz, N Pröllochs, D Neumann - Journal of Business Research, 2022 - Elsevier
An overwhelming majority of previous works find longer product reviews to be more helpful
than short reviews. In this paper, we build upon information overload theory and propose …