Fake review detection on online E-commerce platforms: a systematic literature review
H Paul, A Nikolaev - Data Mining and Knowledge Discovery, 2021 - Springer
The increasing popularity of online review systems motivates malevolent intent in competing
sellers and service providers to manipulate consumers by fabricating product/service …
sellers and service providers to manipulate consumers by fabricating product/service …
A framework for big data analytics in commercial social networks: A case study on sentiment analysis and fake review detection for marketing decision-making
User-generated content about brands is an important source of big data that can be
transformed into valuable information. A huge number of items are reviewed and rated by …
transformed into valuable information. A huge number of items are reviewed and rated by …
[PDF][PDF] Fake reviews detection using supervised machine learning
With the continuous evolve of E-commerce systems, online reviews are mainly considered
as a crucial factor for building and maintaining a good reputation. Moreover, they have an …
as a crucial factor for building and maintaining a good reputation. Moreover, they have an …
NetSpam: A network-based spam detection framework for reviews in online social media
S Shehnepoor, M Salehi… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Nowadays, a big part of people rely on available content in social media in their decisions
(eg, reviews and feedback on a topic or product). The possibility that anybody can leave a …
(eg, reviews and feedback on a topic or product). The possibility that anybody can leave a …
Fake review detection techniques, issues, and future research directions: a literature review
RA Duma, Z Niu, AS Nyamawe, J Tchaye-Kondi… - … and Information Systems, 2024 - Springer
Recently, the impact of product or service reviews on customers' purchasing decisions has
become increasingly significant in online businesses. Consequently, manipulating reviews …
become increasingly significant in online businesses. Consequently, manipulating reviews …
Resampling imbalanced data to detect fake reviews using machine learning classifiers and textual-based features
Fraudulent online sellers often collude with reviewers to garner fake reviews for their
products. This act undermines the trust of buyers in product reviews, and potentially reduces …
products. This act undermines the trust of buyers in product reviews, and potentially reduces …
Using a hybrid content-based and behaviour-based featuring approach in a parallel environment to detect fake reviews
The financial impact of positive reviews has prompted some fraudulent sellers to generate
fake product reviews for either promoting their products or discrediting competing products …
fake product reviews for either promoting their products or discrediting competing products …
Detecting fake reviews with supervised machine learning algorithms
This study provides an applicable methodological procedure applying Artificial Intelligence
(AI)-based supervised Machine Learning (ML) algorithms in detecting fake reviews of online …
(AI)-based supervised Machine Learning (ML) algorithms in detecting fake reviews of online …
Deceptive consumer review detection: a survey
Consumer reviews are considered to be of utmost significance in the field of e-commerce, for
they have a stronghold in deciding the revenue of a business. When arriving at a purchasing …
they have a stronghold in deciding the revenue of a business. When arriving at a purchasing …
Combat ai with ai: Counteract machine-generated fake restaurant reviews on social media
A Gambetti, Q Han - arXiv preprint arXiv:2302.07731, 2023 - arxiv.org
Recent advances in generative models such as GPT may be used to fabricate
indistinguishable fake customer reviews at a much lower cost, thus posing challenges for …
indistinguishable fake customer reviews at a much lower cost, thus posing challenges for …