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Title: :  Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies
PaperId: :  23578
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23578
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
T Sundararajulu Siddharth Institute of Engineering and Technology
Y UJVITHASiddharth Institute of Engineering and Technology
P lakshman sai kiranSiddharth Institute of Engineering and Technology
E ARUNSiddharth Institute of Engineering and Technology
K LOKESHSiddharth Institute of Engineering and Technology
L G KAVITHASiddharth Institute of Engineering and Technology

Abstract

computer science
Moblie,Money,Publishing, Frauds
This abstract explores the widespread use of mobile money in regions lacking traditional banking infrastructure. Despite its efficiency, the technology faces challenges from malicious actors who exploit social engineering for scams and frauds in the absence of robust security measures. Addressing this gap, the paper introduces a fresh approach employing reinforcement learning techniques like Q-learning and Markov decision processes, along with deep reinforcement learning algorithms such as deep Q-learningThe proposed method aims to create models that understands and counteract phishing attacks by identifying optimal sequences of attacker actions through reinforcement learning and deep reinforcement methods. Real-world attack scenarios encountered at Orange and MTN telecoms are used for experimentation, comparing the effectiveness of reinforcement learning and deep reinforcement learning algorithms. RL exhibited better learning performance compared to DRL.Q-learning was found to have superior learning quality and faster execution time than certain DRL algorithms. Also, Some DRL algorithms were identified as beneficial in improving the understanding of scammer-victim interactions during mobile payments..

Citations

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IJARIIE T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. "Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 5359-5364
MLA T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. "Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 5359-5364.
APA T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, & L G KAVITHA. (2024). Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 5359-5364.
Chicago T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. "Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 5359-5364.
Oxford T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. 'Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 5359-5364. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Unveiling_Moblie_Money_Phishing_Scam_Employing_Reinforcement_Learning_Strategies_ijariie23578.pdf (Accessed : ).
Harvard T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. (2024) 'Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 5359-5364IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Unveiling_Moblie_Money_Phishing_Scam_Employing_Reinforcement_Learning_Strategies_ijariie23578.pdf (Accessed : )
IEEE T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA, "Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 5359-5364, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Unveiling_Moblie_Money_Phishing_Scam_Employing_Reinforcement_Learning_Strategies_ijariie23578.pdf [Accessed : ].
Turabian T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. "Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver T Sundararajulu , Y UJVITHA, P lakshman sai kiran, E ARUN, K LOKESH, and L G KAVITHA. Unveiling Moblie Money Phishing Scam Employing Reinforcement Learning Strategies. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 5359-5364. Available from: https://ijariie.com/AdminUploadPdf/Unveiling_Moblie_Money_Phishing_Scam_Employing_Reinforcement_Learning_Strategies_ijariie23578.pdf
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