Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables
Results for single boosted regression tree (BRT) models for 13 fish species, 4 modelled distance classes (0, 200, 2500, 4000 m) and assessed hydromorphological data (AV) with topological variables (stream orders, distance from mouth). Model results include a global BRT model (brt.model.global, inclu...
Main Authors: | , , |
---|---|
Format: | Dataset |
Language: | unknown |
Published: |
Dryad Digital Repository
2015
|
Subjects: | |
Online Access: | https://dx.doi.org/10.5061/dryad.b6k1k/2 http://datadryad.org/resource/doi:10.5061/dryad.b6k1k/2 |
id |
ftdatacite:10.5061/dryad.b6k1k/2 |
---|---|
record_format |
openpolar |
spelling |
ftdatacite:10.5061/dryad.b6k1k/2 2023-05-15T13:27:39+02:00 Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables Radinger, Johannes Wolter, Christian Kail, Jochem 2015 https://dx.doi.org/10.5061/dryad.b6k1k/2 http://datadryad.org/resource/doi:10.5061/dryad.b6k1k/2 unknown Dryad Digital Repository https://dx.doi.org/10.5061/dryad.b6k1k http://creativecommons.org/publicdomain/zero/1.0 CC0 stream fish occurrence river habitat spatial scale hydromorphological assessment fish mobility boosted regression trees species distribution models low-land sand-bed river River Treene Germany Anguilla anguilla Cobitis taenia Gasterosteus aculeatus Gobio gobio Gymnocephalus cernua Leuciscus leuciscus Perca fluviatilis Phoxinus phoxinus Pungitius pungitius Rutilus rutilus Salmo salar Salmo trutta fario Tinca tinca dataset Dataset DataFile 2015 ftdatacite https://doi.org/10.5061/dryad.b6k1k/2 https://doi.org/10.5061/dryad.b6k1k 2021-11-05T12:55:41Z Results for single boosted regression tree (BRT) models for 13 fish species, 4 modelled distance classes (0, 200, 2500, 4000 m) and assessed hydromorphological data (AV) with topological variables (stream orders, distance from mouth). Model results include a global BRT model (brt.model.global, including all variables) and a final BRT model (brt.model.final, including only statistically relevant variables) for each species. Furthermore, summarizing statistics (brt.stats.final) for each final model (e.g. cross-validated AUC) and associated plots showing the influence of selected selected variables (species_response.pdf) are provided. Models are stored as R objects in the *.rds format and can be loaded with the R command readRDS(). Dataset Anguilla anguilla Salmo salar DataCite Metadata Store (German National Library of Science and Technology) |
institution |
Open Polar |
collection |
DataCite Metadata Store (German National Library of Science and Technology) |
op_collection_id |
ftdatacite |
language |
unknown |
topic |
stream fish occurrence river habitat spatial scale hydromorphological assessment fish mobility boosted regression trees species distribution models low-land sand-bed river River Treene Germany Anguilla anguilla Cobitis taenia Gasterosteus aculeatus Gobio gobio Gymnocephalus cernua Leuciscus leuciscus Perca fluviatilis Phoxinus phoxinus Pungitius pungitius Rutilus rutilus Salmo salar Salmo trutta fario Tinca tinca |
spellingShingle |
stream fish occurrence river habitat spatial scale hydromorphological assessment fish mobility boosted regression trees species distribution models low-land sand-bed river River Treene Germany Anguilla anguilla Cobitis taenia Gasterosteus aculeatus Gobio gobio Gymnocephalus cernua Leuciscus leuciscus Perca fluviatilis Phoxinus phoxinus Pungitius pungitius Rutilus rutilus Salmo salar Salmo trutta fario Tinca tinca Radinger, Johannes Wolter, Christian Kail, Jochem Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
topic_facet |
stream fish occurrence river habitat spatial scale hydromorphological assessment fish mobility boosted regression trees species distribution models low-land sand-bed river River Treene Germany Anguilla anguilla Cobitis taenia Gasterosteus aculeatus Gobio gobio Gymnocephalus cernua Leuciscus leuciscus Perca fluviatilis Phoxinus phoxinus Pungitius pungitius Rutilus rutilus Salmo salar Salmo trutta fario Tinca tinca |
description |
Results for single boosted regression tree (BRT) models for 13 fish species, 4 modelled distance classes (0, 200, 2500, 4000 m) and assessed hydromorphological data (AV) with topological variables (stream orders, distance from mouth). Model results include a global BRT model (brt.model.global, including all variables) and a final BRT model (brt.model.final, including only statistically relevant variables) for each species. Furthermore, summarizing statistics (brt.stats.final) for each final model (e.g. cross-validated AUC) and associated plots showing the influence of selected selected variables (species_response.pdf) are provided. Models are stored as R objects in the *.rds format and can be loaded with the R command readRDS(). |
format |
Dataset |
author |
Radinger, Johannes Wolter, Christian Kail, Jochem |
author_facet |
Radinger, Johannes Wolter, Christian Kail, Jochem |
author_sort |
Radinger, Johannes |
title |
Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
title_short |
Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
title_full |
Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
title_fullStr |
Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
title_full_unstemmed |
Set_AV_TV: Single boosted regression tree (BRT) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
title_sort |
set_av_tv: single boosted regression tree (brt) habitat models for 13 fish species based on assessed hydromorphological variables and topological variables |
publisher |
Dryad Digital Repository |
publishDate |
2015 |
url |
https://dx.doi.org/10.5061/dryad.b6k1k/2 http://datadryad.org/resource/doi:10.5061/dryad.b6k1k/2 |
genre |
Anguilla anguilla Salmo salar |
genre_facet |
Anguilla anguilla Salmo salar |
op_relation |
https://dx.doi.org/10.5061/dryad.b6k1k |
op_rights |
http://creativecommons.org/publicdomain/zero/1.0 |
op_rightsnorm |
CC0 |
op_doi |
https://doi.org/10.5061/dryad.b6k1k/2 https://doi.org/10.5061/dryad.b6k1k |
_version_ |
1766399671475896320 |