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Maritime Accident Analysis and Bayesian Network Modeling with Weather Integration

Project type

Machine Learning & Bayesian Statistics

Date

April 2025

Location

Deakin University, Victoria, Australia

Link

Integrated maritime accident data with weather data to build Bayesian networks uncovering probabilistic dependencies between vessel attributes, safety systems, and environmental conditions. Applied structure learning algorithms (Tabu Search, MMHC, GS, Fast-IAMB) and quantile-based discretization for improved inference.

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