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The central aim is to explore how COLREG exemptions and equivalents are implemented in maritime regulation.

Operationalizing COLREG exemptions and equivalents: Data-driven evidence via association rule mining and network analysis

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The central aim is to explore how COLREG exemptions and equivalents are implemented in maritime regulation.
Analyzed 1,281 verified COLREG-related cases from notifications to the IMO.
Utilized association rule mining and network analysis frameworks.
Employed statistical tests to identify patterns in the data.
Notifications cluster around a few common rule sets.
Patterns of exemptions vary by vessel type and timeline.
Coordinated adjustments indicate practical constraints and technology evolution.

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Demonstrates the analysis of COLREG exemptions in vessels, highlighting regulatory compliance complexities.

Taha Talip Türkistanlı (2026) studied this question.

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