Leveraging citizen science to classify and track benthic habitat states: An unsupervised UMAP-HDBSCAN pipeline applied to the global reef life survey dataset

Leveraging citizen science to classify and track benthic habitat states: An unsupervised UMAP-HDBSCAN pipeline applied to the global reef life survey dataset

Benthic biogenic habitats are crucial for coastal marine ecosystems, supporting food and shelter for a large range of marine species, but they are increasingly threatened by increasing anthropogenic impacts. While large-scale monitoring data are increasingly available, tools to describe benthic habi...

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Những tác giả chính: Clément Violet, Aurélien Boyé, Stanislas Dubois, Graham J. Edgar, Elizabeth S. Oh, Rick D. Stuart-Smith, Martin P. Marzloff
Định dạng: Bài viết
Ngôn ngữ:English
Được phát hành: Elsevier 2025-05-01
Loạt:Ecological Informatics
Những chủ đề:
Benthic habitat
Citizen science
Clustering
Habitat states
HDBSCAN
UMAP
Truy cập trực tuyến:http://www.sciencedirect.com/science/article/pii/S1574954125000676

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http://www.sciencedirect.com/science/article/pii/S1574954125000676

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