SIMPLIFICATION AND DETECTION OF OUTLYING TRAJECTORIES FROM BATCH AND STREAMING DATA RECORDED IN HARSH ENVIRONMENTS

Simplification and Detection of Outlying Trajectories from Batch and Streaming Data Recorded in Harsh Environments

Simplification and Detection of Outlying Trajectories from Batch and Streaming Data Recorded in Harsh Environments

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Analysis of trajectory such as detection of an outlying trajectory can produce inaccurate results due to the existence of noise, an outlying point-locations that can change m02n3ll/a statistical properties of the trajectory.Some trajectories with noise are repairable by noise filtering or by trajectory-simplification.We herein propose the application of a trajectory-simplification approach in both batch and streaming environments, followed by benchmarking of various outlier-detection algorithms for detection of outlying trajectories from among simplified trajectories.Experimental evaluation in a case study using real-world trajectories from a shipyard in South Korea 8n joico lumishine shows the benefit of the new approach.

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