Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system
This study compared the accuracy of fuzzy habitat preference models (FHPMs) and habitat preference curves (HPCs) obtained from the FHPMs in order to assess the effect of two types of data [log-transformed fish population density (LOG) and presence-absence (P/A) data] on the habitat preference evalua...
Published in: | Environmental Monitoring and Assessment |
---|---|
Main Authors: | , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
2012
|
Subjects: | |
Online Access: | https://biblio.ugent.be/publication/2998033 http://hdl.handle.net/1854/LU-2998033 https://doi.org/10.1007/s10661-011-2410-2 https://biblio.ugent.be/publication/2998033/file/2998177 |
id |
ftunivgent:oai:archive.ugent.be:2998033 |
---|---|
record_format |
openpolar |
spelling |
ftunivgent:oai:archive.ugent.be:2998033 2023-10-01T03:59:14+02:00 Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system Fukuda, Shinji Mouton, Ans De Baets, Bernard 2012 application/pdf https://biblio.ugent.be/publication/2998033 http://hdl.handle.net/1854/LU-2998033 https://doi.org/10.1007/s10661-011-2410-2 https://biblio.ugent.be/publication/2998033/file/2998177 eng eng https://biblio.ugent.be/publication/2998033 http://hdl.handle.net/1854/LU-2998033 http://dx.doi.org/10.1007/s10661-011-2410-2 https://biblio.ugent.be/publication/2998033/file/2998177 No license (in copyright) info:eu-repo/semantics/restrictedAccess ENVIRONMENTAL MONITORING AND ASSESSMENT ISSN: 0167-6369 Biology and Life Sciences Habitat preference Genetic fuzzy systems Data-driven models Abundance Presence-absence SPECIES DISTRIBUTION MODELS MEDAKA ORYZIAS-LATIPES GRAYLING THYMALLUS-THYMALLUS NEURAL-NETWORK MODELS SAMPLE-SIZE SALMO-SALAR PREDICTION TRANSFERABILITY OPTIMIZATION PERFORMANCE journalArticle info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2012 ftunivgent https://doi.org/10.1007/s10661-011-2410-2 2023-09-06T22:32:51Z This study compared the accuracy of fuzzy habitat preference models (FHPMs) and habitat preference curves (HPCs) obtained from the FHPMs in order to assess the effect of two types of data [log-transformed fish population density (LOG) and presence-absence (P/A) data] on the habitat preference evaluation of Japanese medaka (Oryzias latipes). Three independent data sets were prepared for each type of data. The results differed according to the data sets and the types of data used. The HPCs showed a similar trend, whilst the degrees of preference were different. The model accuracy also differed according to the data sets used. Although almost no statistical difference was observed, on average, the P/A-based models showed a better performance according to the threshold-independent performance measures, whilst the LOG-based models showed better performance in predicting absence of the fish. These results can be explained partly from the different shapes of HPCs. This case study of Japanese medaka demonstrated the effect of different types of data on habitat preference evaluation. Further studies should build on the present finding and evaluate the effects of data characteristics such as the size of data sets and the prevalence for better understanding and reliable assessment of the habitat for target species. Article in Journal/Newspaper Salmo salar Ghent University Academic Bibliography Environmental Monitoring and Assessment 184 10 6159 6171 |
institution |
Open Polar |
collection |
Ghent University Academic Bibliography |
op_collection_id |
ftunivgent |
language |
English |
topic |
Biology and Life Sciences Habitat preference Genetic fuzzy systems Data-driven models Abundance Presence-absence SPECIES DISTRIBUTION MODELS MEDAKA ORYZIAS-LATIPES GRAYLING THYMALLUS-THYMALLUS NEURAL-NETWORK MODELS SAMPLE-SIZE SALMO-SALAR PREDICTION TRANSFERABILITY OPTIMIZATION PERFORMANCE |
spellingShingle |
Biology and Life Sciences Habitat preference Genetic fuzzy systems Data-driven models Abundance Presence-absence SPECIES DISTRIBUTION MODELS MEDAKA ORYZIAS-LATIPES GRAYLING THYMALLUS-THYMALLUS NEURAL-NETWORK MODELS SAMPLE-SIZE SALMO-SALAR PREDICTION TRANSFERABILITY OPTIMIZATION PERFORMANCE Fukuda, Shinji Mouton, Ans De Baets, Bernard Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
topic_facet |
Biology and Life Sciences Habitat preference Genetic fuzzy systems Data-driven models Abundance Presence-absence SPECIES DISTRIBUTION MODELS MEDAKA ORYZIAS-LATIPES GRAYLING THYMALLUS-THYMALLUS NEURAL-NETWORK MODELS SAMPLE-SIZE SALMO-SALAR PREDICTION TRANSFERABILITY OPTIMIZATION PERFORMANCE |
description |
This study compared the accuracy of fuzzy habitat preference models (FHPMs) and habitat preference curves (HPCs) obtained from the FHPMs in order to assess the effect of two types of data [log-transformed fish population density (LOG) and presence-absence (P/A) data] on the habitat preference evaluation of Japanese medaka (Oryzias latipes). Three independent data sets were prepared for each type of data. The results differed according to the data sets and the types of data used. The HPCs showed a similar trend, whilst the degrees of preference were different. The model accuracy also differed according to the data sets used. Although almost no statistical difference was observed, on average, the P/A-based models showed a better performance according to the threshold-independent performance measures, whilst the LOG-based models showed better performance in predicting absence of the fish. These results can be explained partly from the different shapes of HPCs. This case study of Japanese medaka demonstrated the effect of different types of data on habitat preference evaluation. Further studies should build on the present finding and evaluate the effects of data characteristics such as the size of data sets and the prevalence for better understanding and reliable assessment of the habitat for target species. |
format |
Article in Journal/Newspaper |
author |
Fukuda, Shinji Mouton, Ans De Baets, Bernard |
author_facet |
Fukuda, Shinji Mouton, Ans De Baets, Bernard |
author_sort |
Fukuda, Shinji |
title |
Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
title_short |
Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
title_full |
Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
title_fullStr |
Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
title_full_unstemmed |
Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system |
title_sort |
abundance versus presence/absence data for modelling fish habitat preference with a genetic takagi-sugeno fuzzy system |
publishDate |
2012 |
url |
https://biblio.ugent.be/publication/2998033 http://hdl.handle.net/1854/LU-2998033 https://doi.org/10.1007/s10661-011-2410-2 https://biblio.ugent.be/publication/2998033/file/2998177 |
genre |
Salmo salar |
genre_facet |
Salmo salar |
op_source |
ENVIRONMENTAL MONITORING AND ASSESSMENT ISSN: 0167-6369 |
op_relation |
https://biblio.ugent.be/publication/2998033 http://hdl.handle.net/1854/LU-2998033 http://dx.doi.org/10.1007/s10661-011-2410-2 https://biblio.ugent.be/publication/2998033/file/2998177 |
op_rights |
No license (in copyright) info:eu-repo/semantics/restrictedAccess |
op_doi |
https://doi.org/10.1007/s10661-011-2410-2 |
container_title |
Environmental Monitoring and Assessment |
container_volume |
184 |
container_issue |
10 |
container_start_page |
6159 |
op_container_end_page |
6171 |
_version_ |
1778532921590677504 |