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Call for Papers:Vol.11 Issue.3

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Title: :  SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING
PaperId: :  25278
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 6 2024
DUI:    16.0415/IJARIIE-25278
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Yawalkar Prasad PramodGovernment College of Engineering, Amravati
Dr. Prashat N. ChaturGovernment College of Engineering, Amravati
Dr. Kamlesh A. WaghmareGovernment College of Engineering, Amravati

Abstract

Computer Science and Engineering
Phishing, URL, Cybercrime, Personal Information
Phishing is a form of social engineering attack aimed at stealing personal information from individuals through websites or email. This information can include passwords, credit card details, bank account information, and other personal data. Phishing takes place when a malicious actor attempts to impersonate a reputable service provider. Various traditional methods and new techniques are utilized to enhance the detection accuracy and reduce the success rate of phishing websites in stealing information. Several anti-phishing techniques are there such as blacklist, heuristic, visual similarity and machine learning. Machine Learning is efficient technique to detect phishing. It also removes drawback of existing approach. Different algorithms are used with the assistance of Machine Learning techniques to identify Phishing Websites. The main goal of this research is to identify phishing websites through the utilization of Machine Learning techniques. Machine Learning Algorithms like Random Forest, Decision Tree, K-Nearest Neighbors, Gradient Boosting, XGBoost, Support Vector Machine, Naïve Bayes, and more are used to detect phishing websites.

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IJARIIE Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. "SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 6 2024 Page 199-202
MLA Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. "SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10.6(2024) : 199-202.
APA Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, & Dr. Kamlesh A. Waghmare. (2024). SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 10(6), 199-202.
Chicago Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. "SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 6 (2024) : 199-202.
Oxford Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. 'SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, 2024, p. 199-202. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SURVEY_ON_DETECTION_OF_PHISHING_WEBSITE_USING_MACHINE_LEARNING_ijariie25278.pdf (Accessed : 24 May 2025).
Harvard Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. (2024) 'SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 10(6), pp. 199-202IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SURVEY_ON_DETECTION_OF_PHISHING_WEBSITE_USING_MACHINE_LEARNING_ijariie25278.pdf (Accessed : 24 May 2025)
IEEE Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare, "SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, pp. 199-202, Nov-Dec 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/SURVEY_ON_DETECTION_OF_PHISHING_WEBSITE_USING_MACHINE_LEARNING_ijariie25278.pdf [Accessed : 24 May 2025].
Turabian Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. "SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 6 (24 May 2025).
Vancouver Yawalkar Prasad Pramod, Dr. Prashat N. Chatur, and Dr. Kamlesh A. Waghmare. SURVEY ON DETECTION OF PHISHING WEBSITE USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 24 May 2025]; 10(6) : 199-202. Available from: https://ijariie.com/AdminUploadPdf/SURVEY_ON_DETECTION_OF_PHISHING_WEBSITE_USING_MACHINE_LEARNING_ijariie25278.pdf
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