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Title: :  Digital Forensics with Fronesis: Early Detection of Cyber Threats
PaperId: :  27430
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-27430
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Priya Uday NayakT John Institute of Technology

Abstract

Machine Learning in Security
Digital Forensics, Cyber Threat Detection, Machine Learning, Random Forest, Logistic Regression, Decision Tree, K-Nearest Neighbors, Real-Time Monitoring, Flask Web Interface, Network Security
With the increasing sophistication of cyberattacks, traditional cybersecurity measures often fall short in detecting and mitigating emerging threats. This project, “Digital Forensics with Fronesis: Early Detection of Cyber Threats”, presents an integrated approach that combines machine learning algorithms with digital forensic techniques to enhance early detection and investigation of malicious activities. The system leverages classification models including Random Forest, Logistic Regression, Decision Tree, and K-Nearest Neighbors to analyze network traffic, system logs, and event traces for anomalies indicative of cyber threats such as malware, phishing, ransomware, and DDoS attacks. By integrating digital forensic analysis, the system not only detects threats but also traces their origin and reconstructs attack patterns, providing actionable insights for incident response and legal proceedings. A Flask-based web interface enables real-time monitoring, alert generation, and forensic reporting. Experimental results demonstrate that the system achieves high accuracy, precision, and recall, validating its effectiveness as a proactive and investigative cybersecurity solution. The project offers a comprehensive framework to strengthen organizational defenses and mitigate risks associated with evolving cyber threats.

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IJARIIE Priya Uday Nayak. "Digital Forensics with Fronesis: Early Detection of Cyber Threats" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 5 2025 Page 141-147
MLA Priya Uday Nayak. "Digital Forensics with Fronesis: Early Detection of Cyber Threats." International Journal Of Advance Research And Innovative Ideas In Education 11.5(2025) : 141-147.
APA Priya Uday Nayak. (2025). Digital Forensics with Fronesis: Early Detection of Cyber Threats. International Journal Of Advance Research And Innovative Ideas In Education, 11(5), 141-147.
Chicago Priya Uday Nayak. "Digital Forensics with Fronesis: Early Detection of Cyber Threats." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 5 (2025) : 141-147.
Oxford Priya Uday Nayak. 'Digital Forensics with Fronesis: Early Detection of Cyber Threats', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, 2025, p. 141-147. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Digital_Forensics_with_Fronesis__Early_Detection_of_Cyber_Threats_ijariie27430.pdf (Accessed : 07 September 2025).
Harvard Priya Uday Nayak. (2025) 'Digital Forensics with Fronesis: Early Detection of Cyber Threats', International Journal Of Advance Research And Innovative Ideas In Education, 11(5), pp. 141-147IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Digital_Forensics_with_Fronesis__Early_Detection_of_Cyber_Threats_ijariie27430.pdf (Accessed : 07 September 2025)
IEEE Priya Uday Nayak, "Digital Forensics with Fronesis: Early Detection of Cyber Threats," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, pp. 141-147, Sep-Oct 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Digital_Forensics_with_Fronesis__Early_Detection_of_Cyber_Threats_ijariie27430.pdf [Accessed : 07 September 2025].
Turabian Priya Uday Nayak. "Digital Forensics with Fronesis: Early Detection of Cyber Threats." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 5 (07 September 2025).
Vancouver Priya Uday Nayak. Digital Forensics with Fronesis: Early Detection of Cyber Threats. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 07 September 2025]; 11(5) : 141-147. Available from: http://ijariie.com/AdminUploadPdf/Digital_Forensics_with_Fronesis__Early_Detection_of_Cyber_Threats_ijariie27430.pdf
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