Anomaly Detection Risk Assessment Photography & Overview

Risk Assessment and Automated Anomaly Detection Using a ...

This chapter discusses and analyses the concept of risk -based security, the inherent competing mechanism between risk assessment , screening time and level of security, and means to implement risk -based security based on anomaly detection using deep learning and artificial intelligence (AI) methods.

2508.07668 AIS

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With the increase in maritime traffic and the mandatory implementation of the Automatic Identification System (AIS), the importance and diversity of maritime traffic analysis tasks based on AIS data, such as vessel trajectory prediction, anomaly detection , and collision risk assessment , is rapidly growing. However, existing approaches tend to address these tasks individually, making it ...

The experimental results show that the performance of GA-SA model in anomaly detection and risk assessment is significantly better than that of traditional methods, supported by comprehensive empirical evaluations including comparisons with baseline models and sensitivity analyses of key parameters, demonstrating strong practical application value.

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Anomaly Detection In Risk Management

Master anomaly detection techniques to uncover risks , detect hidden patterns, and improve data integrity. Learn how statistical models, machine learning, and AI-powered detection can help safeguard financial and operational decisions.

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