Explore the Application of Predictive Analytics and Machine Learning Algorithms in Identifying and Preventing Cyber Threats and Vulnerabilities within Computer Systems
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 4 | Views: 369 | Weekly Hits: ⮙1 | Monthly Hits: ⮙3

Research Paper | Information Technology | India | Volume 12 Issue 2, February 2023 | Popularity: 5.6 / 10


     

Explore the Application of Predictive Analytics and Machine Learning Algorithms in Identifying and Preventing Cyber Threats and Vulnerabilities within Computer Systems

Ranadeep Reddy Palle


Abstract: In the introduction section, the study provided a well - developed aim as well as research objectives and research questions associated with the topic. In that case, the rise in cybersecurity issues throughout the world is a problem statement for this study. In the literature review, this study provides several examples of Machine Learning Models that help in the security effectiveness enhancement segment. In that case, Predictive analytics as well as the contribution of different algorithms has been discussed in the Cybersecurity landscape. Different strategies have been implemented to increase the prevention rate against cybersecurity threats in the modern era. In the methodology section, this study used a primary approach where primary data collection has been performed. In that case, the online survey offered all the data and these data were offered by 70 participants as per the asked questions. Quantitative data analysis method performed for data analysis. In the findings and analysis section, the IBM SPSS tool was used for demographic analysis. Similarly, this tool offered a hypothesis test by performing regression analysis and correlation analysis. In the discussion section, all the findings are discussed in which collaborating ML models with predictive analytics enhances cybersecurity measures. In the end, it can be concluded that different applications of predictive analytics improve the security of organisations in the evolving digital era.


Keywords: Cybersecurity, Predictive Analytics, Machine Learning, Threat Detection, Vulnerability Prevention, Cyber Threats, Computer Systems


Edition: Volume 12 Issue 2, February 2023


Pages: 1704 - 1712


DOI: https://www.doi.org/10.21275/ES24101104007



Make Sure to Disable the Pop-Up Blocker of Web Browser


Text copied to Clipboard!
Ranadeep Reddy Palle, "Explore the Application of Predictive Analytics and Machine Learning Algorithms in Identifying and Preventing Cyber Threats and Vulnerabilities within Computer Systems", International Journal of Science and Research (IJSR), Volume 12 Issue 2, February 2023, pp. 1704-1712, https://www.ijsr.net/getabstract.php?paperid=ES24101104007, DOI: https://www.doi.org/10.21275/ES24101104007

Similar Articles

Downloads: 0

Research Paper, Information Technology, India, Volume 9 Issue 6, June 2020

Pages: 1964 - 1973

From FinTech to Healthcare: A DevOps Journey Across Industries

Vishnu Vardhan Reddy Boda

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Information Technology, India, Volume 8 Issue 11, November 2019

Pages: 2068 - 2077

Role of IoT in Remote Patient Monitoring Systems

Venkat Raviteja Boppana

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Information Technology, India, Volume 10 Issue 7, July 2021

Pages: 1561 - 1567

Securing Fintech with DevSecOps: Scaling DevOps with Compliance in Mind

Jayaram Immaneni

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Information Technology, United States of America, Volume 10 Issue 3, March 2021

Pages: 2042 - 2053

Digital Privacy in P&C Claims Processing: Balancing Innovation with Regulatory Requirements

Sateesh Reddy Adavelli, Ravi Teja Madhala

Share this Article

Downloads: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Informative Article, Information Technology, United States of America, Volume 12 Issue 10, October 2023

Pages: 1221 - 1227

Embedding AI Logic and Cyber Security into Field and Cloud Edge Gateways

Sumanth Tatineni

Share this Article
Top