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Title: :  Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning
PaperId: :  22710
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-22710
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rajaosolomanantena Haingonirina IgnaceUniversity of Antananarivo
Ravaliminoarimalalason Toky BasilideUniversity of Antananarivo
Randimbindrainibe FalimananaUniversity of Antananarivo

Abstract

Cognitive Sciences and Applications
Q-learning, Key generation, Dynamic adaptability, Cybersecurity, Simulated attacks
The study highlights the effectiveness of the Q-learning system in cryptographic key generation against simulated attacks. Its dynamic adaptability, adjusting strategies based on the type of attack, is noteworthy. The analysis shows that the system learns to counter threats by choosing specific key generation methods. The curves of Q-values illustrate the system's constant progression, especially for the "Dynamic Key Adaptation" strategy, emphasizing the proactive ability of Q-learning to adjust to attacks and enhance the security of digital exchanges.

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IJARIIE Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 171-177
MLA Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 171-177.
APA Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, & Randimbindrainibe Falimanana. (2024). Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 171-177.
Chicago Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 171-177.
Oxford Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. 'Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 171-177. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Intelligent_Selection_of_Key_Generation_Methods_in_Cryptography_via_Classical_Q_Learning_ijariie22710.pdf (Accessed : 02 June 2025).
Harvard Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. (2024) 'Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 171-177IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Intelligent_Selection_of_Key_Generation_Methods_in_Cryptography_via_Classical_Q_Learning_ijariie22710.pdf (Accessed : 02 June 2025)
IEEE Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana, "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 171-177, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Intelligent_Selection_of_Key_Generation_Methods_in_Cryptography_via_Classical_Q_Learning_ijariie22710.pdf [Accessed : 02 June 2025].
Turabian Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (02 June 2025).
Vancouver Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 02 June 2025]; 10(2) : 171-177. Available from: https://ijariie.com/AdminUploadPdf/Intelligent_Selection_of_Key_Generation_Methods_in_Cryptography_via_Classical_Q_Learning_ijariie22710.pdf
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