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Privacy Protection in AI Transformation Environments: Focusing on Integrated Log System and AHP Scenario

Dong-Sung Lim¹, Sang-Joon Lee²

¹School of Cybersecurity, Osan University, Osan 18119, Republic of Korea.

Sensors (Basel, Switzerland)

|August 28, 2025

Summary

This summary is machine-generated.

This study introduces a Privacy-Aware Integrated Log System to counter advanced cyber threats like ransomware and data breaches. It uses scenario analysis and the Analytic Hierarchy Process (AHP) for effective, prioritized security responses.

Keywords:

AHP ISO/IEC 27001 Integrated log system privacy protection security

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Area of Science:

Cybersecurity
Information Systems
Data Privacy

Background:

Emerging technologies like IoT and AI increase digital innovation but also cyberattack sophistication and attack surface.
New security risks include inter-state cyber warfare, advanced ransomware, and insider data breaches.
Fragmented log analysis hinders effective threat detection and response.

Purpose of the Study:

To propose a Privacy-Aware Integrated Log System (PAILS) model for mitigating diverse security threats.
To enable scenario-based contextual analysis beyond simple event-driven detection.
To quantitatively assess the relative importance of derived security scenarios.

Main Methods:

Analyzing logs from personal information processing and security systems to derive integrated scenarios.
Developing scenario-based contextual analysis for threats like insider data leaks and security system evasion.
Applying the Analytic Hierarchy Process (AHP) for quantitative assessment of scenario importance.

Main Results:

Derived integrated scenarios effectively defend against insider data leaks and security system evasion.
AHP quantitatively assessed scenario importance, demonstrating practical applicability.
The model supports early identification and effective response to personal data breaches.

Conclusions:

The study establishes a holistic, privacy-oriented integrated log system, moving beyond fragmented analysis.
The PAILS model enhances defense against sophisticated cyber threats.
AHP validation confirms the model's operational efficiency and practical applicability in field settings.