A machine learning model for spam reviews and spammer community detection

KP Rangar, A Khan - 2022 IEEE World Conference on Applied …, 2022 - ieeexplore.ieee.org
People's choices to purchase a product are influenced by its internet ratings and
recommendations. Spammers manipulate product sales by creating fraudulent ratings on …

Spam review detection using the linguistic and spammer behavioral methods

N Hussain, HT Mirza, I Hussain, F Iqbal… - IEEE Access, 2020 - ieeexplore.ieee.org
Online reviews regarding different products or services have become the main source to
determine public opinions. Consequently, manufacturers and sellers are extremely …

Spam review detection using ensemble machine learning

S Mani, S Kumari, A Jain, P Kumar - Machine Learning and Data Mining in …, 2018 - Springer
The importance of consumer reviews has evolved significantly with increasing inclination
towards e-Commerce. Potential consumers exhibit sincere intents in seeking opinions of …

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 …

iSRD: Spam review detection with imbalanced data distributions

H Al Najada, X Zhu - Proceedings of the 2014 IEEE 15th …, 2014 - ieeexplore.ieee.org
Internet is playing an essential role for modern information systems. Applications, such as e-
commerce websites, are becoming popularly available for people to purchase different types …

Survey of review spam detection using machine learning techniques

M Crawford, TM Khoshgoftaar, JD Prusa, AN Richter… - Journal of Big Data, 2015 - Springer
Online reviews are often the primary factor in a customer's decision to purchase a product or
service, and are a valuable source of information that can be used to determine public …

[PDF][PDF] A framework for review spam detection research

M Tavakoli, A Heydari, Z Ismail… - International Journal of …, 2015 - researchgate.net
With the increasing number of people reviewing products online in recent years, opinion
sharing websites has become the most important source of customers' opinions …

Detecting Fake Reviews using Machine learning techniques: a survey

R Agarwal, DK Sharma - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
The discovery of fake reviews is one of the major concerns for the E-commerce business-the
Consumers on reviews before finalizing their choice for the product. The authenticity of …

A comprehensive survey of various methods in opinion spam detection

A Mewada, RK Dewang - Multimedia Tools and Applications, 2023 - Springer
With the development of technology, e-marketing and business competition, reviews
significantly affect people's lives. Consumers of e-commerce sites share their experiences …

SPR2EP: A semi-supervised spam review detection framework

CM Yilmaz, AO Durahim - 2018 IEEE/ACM International …, 2018 - ieeexplore.ieee.org
Authenticity and reliability of the information spread over the cyberspace is becoming
increasingly important. This is especially important in e-commerce since potential customers …