An Ensemble Classification Method Based on a Stacking Strategy for Ship Type Classification with AIS Data

Ship type (e.g., Cargo, Tanker and Fishing) classification is crucial for marine management, environmental protection, and maritime safety, as it enhances navigation safety and aids regulatory agencies in combating illegal activities. Traditional ship type classification methods with AIS data are of...

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Autori principali:	Lei Deng, Shichen Yang, Limin Jia, Danyang Geng
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	MDPI AG 2025-04-01
Serie:	Journal of Marine Science and Engineering
Soggetti:	ship type classification stacking strategy ensemble learning marine traffic data imbalance
Accesso online:	https://www.mdpi.com/2077-1312/13/5/886
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