FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1981032139> ?p ?o ?g. }

• W1981032139 endingPage "S38" @default.
• W1981032139 startingPage "S28" @default.
• W1981032139 abstract "The effective management of our marine ecosystems requires the capability to identify, characterise and predict the distribution of benthic biological communities within the overall seascape architecture. The rapid expansion of seabed mapping studies has seen an increase in the application of automated classification techniques to efficiently map benthic habitats, and the need of techniques to assess confidence of model outputs. We use towed video observations and 11 seafloor complexity variables derived from multibeam echosounder (MBES) bathymetry and backscatter to predict the distribution of 8 dominant benthic biological communities in a 54 km2 site, off the central coast of Victoria, Australia. The same training and evaluation datasets were used to compare the accuracies of a Maximum Likelihood Classifier (MLC) and two new generation decision tree methods, QUEST (Quick Unbiased Efficient Statistical Tree) and CRUISE (Classification Rule with Unbiased Interaction Selection and Estimation), for predicting dominant biological communities. The QUEST classifier produced significantly better results than CRUISE and MLC model runs, with an overall accuracy of 80% (Kappa 0.75). We found that the level of accuracy with the size of training set varies for different algorithms. The QUEST results generally increased in a linear fashion, CRUISE performed well with smaller training data sets, and MLC performed least favourably overall, generating anomalous results with changes to training size. We also demonstrate how predicted habitat maps can provide insights into habitat spatial complexity on the continental shelf. Significant variation between patch-size and habitat types and significant correlations between patch size and depth were also observed." @default.
• W1981032139 created "2016-06-24" @default.
• W1981032139 creator A5008937983 @default.
• W1981032139 creator A5044740805 @default.
• W1981032139 creator A5050886693 @default.
• W1981032139 creator A5058479291 @default.
• W1981032139 creator A5075734722 @default.
• W1981032139 date "2011-02-01" @default.
• W1981032139 modified "2023-10-06" @default.
• W1981032139 title "Comparison of automated classification techniques for predicting benthic biological communities using hydroacoustics and video observations" @default.
• W1981032139 cites W1964018983 @default.
• W1981032139 cites W1964046456 @default.
• W1981032139 cites W1964791461 @default.
• W1981032139 cites W1965115741 @default.
• W1981032139 cites W1972898044 @default.
• W1981032139 cites W1980477664 @default.
• W1981032139 cites W1987976530 @default.
• W1981032139 cites W1988215410 @default.
• W1981032139 cites W1990082322 @default.
• W1981032139 cites W1990653740 @default.
• W1981032139 cites W1992012320 @default.
• W1981032139 cites W1999750078 @default.
• W1981032139 cites W2013595311 @default.
• W1981032139 cites W2018702840 @default.
• W1981032139 cites W2019294488 @default.
• W1981032139 cites W2024433113 @default.
• W1981032139 cites W2033882318 @default.
• W1981032139 cites W2037513227 @default.
• W1981032139 cites W2037967790 @default.
• W1981032139 cites W2046345384 @default.
• W1981032139 cites W2047086147 @default.
• W1981032139 cites W2053154970 @default.
• W1981032139 cites W2059987667 @default.
• W1981032139 cites W2063632868 @default.
• W1981032139 cites W2072154218 @default.
• W1981032139 cites W2082874195 @default.
• W1981032139 cites W2085079766 @default.
• W1981032139 cites W2087214893 @default.
• W1981032139 cites W2099534828 @default.
• W1981032139 cites W2101459943 @default.
• W1981032139 cites W2108365104 @default.
• W1981032139 cites W2109223291 @default.
• W1981032139 cites W2110188672 @default.
• W1981032139 cites W2120160157 @default.
• W1981032139 cites W2123395593 @default.
• W1981032139 cites W2135476184 @default.
• W1981032139 cites W2137837648 @default.
• W1981032139 cites W2138973222 @default.
• W1981032139 cites W2141045703 @default.
• W1981032139 cites W2141379186 @default.
• W1981032139 cites W2147807123 @default.
• W1981032139 cites W2150779465 @default.
• W1981032139 cites W2153667471 @default.
• W1981032139 cites W2159391354 @default.
• W1981032139 cites W2161786948 @default.
• W1981032139 cites W2165314369 @default.
• W1981032139 cites W2166072853 @default.
• W1981032139 doi "https://doi.org/10.1016/j.csr.2010.01.012" @default.
• W1981032139 hasPublicationYear "2011" @default.
• W1981032139 type Work @default.
• W1981032139 sameAs 1981032139 @default.
• W1981032139 citedByCount "123" @default.
• W1981032139 countsByYear W19810321392012 @default.
• W1981032139 countsByYear W19810321392013 @default.
• W1981032139 countsByYear W19810321392014 @default.
• W1981032139 countsByYear W19810321392015 @default.
• W1981032139 countsByYear W19810321392016 @default.
• W1981032139 countsByYear W19810321392017 @default.
• W1981032139 countsByYear W19810321392018 @default.
• W1981032139 countsByYear W19810321392019 @default.
• W1981032139 countsByYear W19810321392020 @default.
• W1981032139 countsByYear W19810321392021 @default.
• W1981032139 countsByYear W19810321392022 @default.
• W1981032139 countsByYear W19810321392023 @default.
• W1981032139 crossrefType "journal-article" @default.
• W1981032139 hasAuthorship W1981032139A5008937983 @default.
• W1981032139 hasAuthorship W1981032139A5044740805 @default.
• W1981032139 hasAuthorship W1981032139A5050886693 @default.
• W1981032139 hasAuthorship W1981032139A5058479291 @default.
• W1981032139 hasAuthorship W1981032139A5075734722 @default.
• W1981032139 hasConcept C111368507 @default.
• W1981032139 hasConcept C127313418 @default.
• W1981032139 hasConcept C39432304 @default.
• W1981032139 hasConcept C41008148 @default.
• W1981032139 hasConcept C83042747 @default.
• W1981032139 hasConceptScore W1981032139C111368507 @default.
• W1981032139 hasConceptScore W1981032139C127313418 @default.
• W1981032139 hasConceptScore W1981032139C39432304 @default.
• W1981032139 hasConceptScore W1981032139C41008148 @default.
• W1981032139 hasConceptScore W1981032139C83042747 @default.
• W1981032139 hasIssue "2" @default.
• W1981032139 hasLocation W19810321391 @default.
• W1981032139 hasOpenAccess W1981032139 @default.
• W1981032139 hasPrimaryLocation W19810321391 @default.
• W1981032139 hasRelatedWork W1995212147 @default.
• W1981032139 hasRelatedWork W2048440570 @default.
• W1981032139 hasRelatedWork W2065891477 @default.
• W1981032139 hasRelatedWork W2069048940 @default.

• next