Marine and Freshwater Research · 2020 · 11 citations · 35 references
Life SciencesEcologyFisheriesCommunity EcologyMarine EcologyMarine FisheriesAbundance EstimationBenthic BiodiversityBenthic EcologyDemersal FisheriesFisheries EcologySpecies RichnessBenthic Species DistributionBottom-trawl Impacts On Benthic BiodiversityBycatch DynamicsBycatch EcologyBycatch Risk AssessmentBycatch Risk MappingFisheries Bycatch ImpactsSpatial Distribution Of Bycatch
In Chile, bottom trawling for squat lobsters is one of the most important crustacean fisheries. The fishery has been monitored for the past 15 years to assess the resource status, spatial distribution and effects on benthic species. Understanding the interactions of fishing and non-fishing activities with the benthic communities is of critical importance to estimate the potential bycatch of important economic species from fishing operations and to determine adequate spatial and temporal fishing bans. In this study we characterised the community of the main non-target species caught during historical squat lobster biomass surveys from 2000 to 2015 and interpreted the species included as potential bycatch of the fishery. Four ecological assemblages were found that differed in abundance but not in species richness, which suggests that the community structures did not differ among the areas, but rather in the relative abundances of the species. In addition, we created habitat suitability maps for the groups identified and discuss the effects of the environment and the survey method on the distribution of the groups. Managers can use this information to detect regions with high bycatch risk for demersal trawl fisheries and understand the potential interaction of fishing operations with the environment.
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Greedy function approximation: A gradient boosting machine.
Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text
Non‐parametric multivariate analyses of changes in community structure
K.R. Clarke · Australian Journal of Ecology · 1993 · 14.1K citations
A working guide to boosted regression trees
Jane Elith, John R. Leathwick, Trevor Hastie · Journal of Animal Ecology · 2008 · 6.5K citations · Full text
Computing, Biostatistics, Ecology +14