Conceptio › Archive › PhilArchive
PhilArchive open access

The Role of AI in Cyber Risk Management: Predictive Analytics for Security Incident Forecasting and Mitigation

Sresth, Vishal · 2021
PhilArchive · Papers · 2021
Open Source ↗
philosophy
The growing sophistication and frequency of cyber threats stressed the limitations of traditional reactive cyber security approaches. Organizations are turning to Artificial Intelligence (AI) to improve cyber risk management through predictive capacities. This article investigates the role of AI-oriented predictive analysis in providing and mitigating security incidents. Analyzing historical cyber safety data and leveraging machine learning models as a temporal series forecast, anomaly detection, and supervised classification-ESTE study evaluate the ability of AI systems to anticipate potential threats and support proactive mitigation strategies. A mixed method research project combines case study analysis with empirical evaluation of AI model performance selected using threat data sets available to the public. The results show that AI-based predictive systems can significantly increase the accuracy and punctuality of cyber threat prediction, thus improving the preparation and organizational response. However, challenges related to data quality, model transparency, and ethical considerations persist. The article concludes with recommendations to integrate AI in corporate cyber risk structures and highlights directions for future and explainable AI research for cyber security.
Conceptio Open Archive

Analyze & explore related research in Conceptio

Connect this record directly into your research workflow or AI agent. Explore citations across open repositories, query full text, and export structured proof bundles.

This document is indexed with metadata only: full text is not available in the archive for this record. Open the official source ↗

Related documents

Record · ID 94563
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Bring this data into your agent: Connect via MCP or API · 20 free credits to start · no card required
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive