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Title: :  Fake Review Detection on Amazon Dataset Using Classification Techniques
PaperId: :  27475
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 5 2025
DUI:    16.0415/IJARIIE-27475
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Vishwajeet Kumar srk university

Abstract

Machine Learning
Fake Review, Classification, Amazon, Dataset.
The Amazon dataset, with its extensive and diverse collection of reviews, offers a rich resource for studying fake review detection. The ubiquity of online reviews has transformed the decision-making process for consumers, with platforms like Amazon hosting millions of product reviews. However, the prevalence of fake reviews poses significant challenges to maintaining the integrity and reliability of this user-generated content. This survey paper provides a comprehensive review of the state-of-the-art techniques for detecting and classifying fake reviews on the Amazon dataset. We examine various approaches, including text-based analysis, sentiment analysis, and behavioral analysis, along with machine learning and deep learning methods. By analyzing the strengths and limitations of these techniques, we aim to provide a clear understanding of the current landscape and identify future directions for research in this critical area. This survey highlights the importance of developing robust detection mechanisms to ensure the trustworthiness of online reviews and supports the ongoing efforts to combat fraudulent activities in e-commerce. Keywords— Fake Review, Classification, Amazon, Dataset.

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IJARIIE Vishwajeet Kumar . "Fake Review Detection on Amazon Dataset Using Classification Techniques" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 5 2025 Page 232-236
MLA Vishwajeet Kumar . "Fake Review Detection on Amazon Dataset Using Classification Techniques." International Journal Of Advance Research And Innovative Ideas In Education 11.5(2025) : 232-236.
APA Vishwajeet Kumar . (2025). Fake Review Detection on Amazon Dataset Using Classification Techniques. International Journal Of Advance Research And Innovative Ideas In Education, 11(5), 232-236.
Chicago Vishwajeet Kumar . "Fake Review Detection on Amazon Dataset Using Classification Techniques." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 5 (2025) : 232-236.
Oxford Vishwajeet Kumar . 'Fake Review Detection on Amazon Dataset Using Classification Techniques', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, 2025, p. 232-236. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Fake_Review_Detection_on_Amazon__Dataset_Using_Classification_Techniques_ijariie27475.pdf (Accessed : ).
Harvard Vishwajeet Kumar . (2025) 'Fake Review Detection on Amazon Dataset Using Classification Techniques', International Journal Of Advance Research And Innovative Ideas In Education, 11(5), pp. 232-236IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Fake_Review_Detection_on_Amazon__Dataset_Using_Classification_Techniques_ijariie27475.pdf (Accessed : )
IEEE Vishwajeet Kumar , "Fake Review Detection on Amazon Dataset Using Classification Techniques," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, pp. 232-236, Sep-Oct 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Fake_Review_Detection_on_Amazon__Dataset_Using_Classification_Techniques_ijariie27475.pdf [Accessed : ].
Turabian Vishwajeet Kumar . "Fake Review Detection on Amazon Dataset Using Classification Techniques." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 5 ().
Vancouver Vishwajeet Kumar . Fake Review Detection on Amazon Dataset Using Classification Techniques. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(5) : 232-236. Available from: https://ijariie.com/AdminUploadPdf/Fake_Review_Detection_on_Amazon__Dataset_Using_Classification_Techniques_ijariie27475.pdf
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