Fake Review Detection on Amazon Dataset  Using Classification Techniques in Machine Learning

Vishwajeet Kumar

Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning

September 2025

Vol-11, Issue-5

Paper ID: 27474

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Machine Learning

Keywords

Customer Python Classification Machine Learning Accuracy Precision Recall SVM Decision Tree.

Abstract

Abstract— The decision tree techniques optimized better performance than others. For each topic, the existing problems are analyzed, and then, current solutions to these problems are presented and discussed. The simulation results show that the proposed sentiment analysis method has higher precision, recall and F1 score. The method is proved to be effective with high accuracy on comments. The simulation and analysis is done using the python spyder 3.7 software.It is clear from simulated results that proposed approach gives 98% accuracy while in previous there is 97% accuracy. The classification error is 2% in proposed while 3% in previous approach. Therefore the proposed approach gives significant better results than previous approach.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Vishwajeet Kumar	srk university

How to Cite

Use the following formats to cite this article in your research.

APA Style

Kumar, Vishwajeet (2025). Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning. International Journal of Advance Research and Innovative Ideas In Education, 11(5), 225-231.

MLA Style

Kumar, Vishwajeet. "Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 5, 2025, pp. 225-231.

IEEE Style

Vishwajeet Kumar, "Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 5, pp. 225-231, 2025.

Vancouver Style

Kumar Vishwajeet. Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(5):225-231.

Harvard Style

Kumar, Vishwajeet (2025) 'Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning', International Journal of Advance Research and Innovative Ideas In Education, 11(5), pp. 225-231.

Chicago Style

Kumar, Vishwajeet. "Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 5 (2025): 225-231.

Turabian Style

Kumar, Vishwajeet. "Fake Review Detection on Amazon Dataset Using Classification Techniques in Machine Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 5 (2025): 225-231.