Improving Transferability of Introduced Species’ Distribution Models: New Tools to Forecast the Spread of a Highly Invasive Seaweed
Identifieur interne : 004641 ( Main/Exploration ); précédent : 004640; suivant : 004642Improving Transferability of Introduced Species’ Distribution Models: New Tools to Forecast the Spread of a Highly Invasive Seaweed
Auteurs : Heroen Verbruggen [Australie] ; Lennert Tyberghein [Belgique] ; Gareth S. Belton [Australie] ; Frederic Mineur [France] ; Alexander Jueterbock [Norvège] ; Galice Hoarau [Norvège] ; C. Frederico D. Gurgel [Australie] ; Olivier De Clerck [Belgique]Source :
- PLoS ONE [ 1932-6203 ] ; 2013.
Abstract
The utility of species distribution models for applications in invasion and global change biology is critically dependent on their transferability between regions or points in time, respectively. We introduce two methods that aim to improve the transferability of presence-only models: density-based occurrence thinning and performance-based predictor selection. We evaluate the effect of these methods along with the impact of the choice of model complexity and geographic background on the transferability of a species distribution model between geographic regions. Our multifactorial experiment focuses on the notorious invasive seaweed
Url:
DOI: 10.1371/journal.pone.0068337
PubMed: 23950789
PubMed Central: 3732097
Affiliations:
- Australie, Belgique, France, Norvège
- Provence-Alpes-Côte d'Azur, Province de Flandre-Orientale, Région flamande, Victoria (État)
- Gand, Marseille, Melbourne
- Université de Gand, Université de Melbourne
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Le document en format XML
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<front><div type="abstract" xml:lang="en"><p>The utility of species distribution models for applications in invasion and global change biology is critically dependent on their transferability between regions or points in time, respectively. We introduce two methods that aim to improve the transferability of presence-only models: density-based occurrence thinning and performance-based predictor selection. We evaluate the effect of these methods along with the impact of the choice of model complexity and geographic background on the transferability of a species distribution model between geographic regions. Our multifactorial experiment focuses on the notorious invasive seaweed <named-content content-type="genus-species"><named-content content-type="genus-species"><named-content content-type="genus">Caulerpa</named-content>
<named-content content-type="species">cylindracea</named-content>
</named-content>
</named-content>
(previously <named-content content-type="genus-species"><named-content content-type="genus">Caulerpa</named-content>
<italic><named-content content-type="species">racemosa</named-content>
</italic>
</named-content>
var. <named-content content-type="subspecies">cylindracea</named-content>
) and uses Maxent, a commonly used presence-only modeling technique. We show that model transferability is markedly improved by appropriate predictor selection, with occurrence thinning, model complexity and background choice having relatively minor effects. The data shows that, if available, occurrence records from the native and invaded regions should be combined as this leads to models with high predictive power while reducing the sensitivity to choices made in the modeling process. The inferred distribution model of <named-content content-type="genus-species"><named-content content-type="genus-species"><named-content content-type="genus">Caulerpa</named-content>
<named-content content-type="species">cylindracea</named-content>
</named-content>
</named-content>
shows the potential for this species to further spread along the coasts of Western Europe, western Africa and the south coast of Australia.</p>
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<author><name sortKey="Chandler, Rb" uniqKey="Chandler R">RB Chandler</name>
</author>
<author><name sortKey="Yackulic, C" uniqKey="Yackulic C">C Yackulic</name>
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<author><name sortKey="Nichols, Jd" uniqKey="Nichols J">JD Nichols</name>
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<author><name sortKey="Stafford, R" uniqKey="Stafford R">R Stafford</name>
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<author><name sortKey="Brashares, Js" uniqKey="Brashares J">JS Brashares</name>
</author>
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<author><name sortKey="Berry, Pm" uniqKey="Berry P">PM Berry</name>
</author>
<author><name sortKey="Dawson, Tp" uniqKey="Dawson T">TP Dawson</name>
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<author><name sortKey="Pearson, Rg" uniqKey="Pearson R">RG Pearson</name>
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</analytic>
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<author><name sortKey="Davies, Aj" uniqKey="Davies A">AJ Davies</name>
</author>
<author><name sortKey="Maggs, Ca" uniqKey="Maggs C">CA Maggs</name>
</author>
<author><name sortKey="Verlaque, M" uniqKey="Verlaque M">M Verlaque</name>
</author>
<author><name sortKey="Johnson, Mp" uniqKey="Johnson M">MP Johnson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Katsanevakis, S" uniqKey="Katsanevakis S">S Katsanevakis</name>
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<author><name sortKey="Issaris, Y" uniqKey="Issaris Y">Y Issaris</name>
</author>
<author><name sortKey="Poursanidis, D" uniqKey="Poursanidis D">D Poursanidis</name>
</author>
<author><name sortKey="Thessalou Legaki, M" uniqKey="Thessalou Legaki M">M Thessalou-Legaki</name>
</author>
</analytic>
</biblStruct>
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</author>
<author><name sortKey="Terrados, J" uniqKey="Terrados J">J Terrados</name>
</author>
<author><name sortKey="Orfila, A" uniqKey="Orfila A">A Orfila</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Katsanevakis, S" uniqKey="Katsanevakis S">S Katsanevakis</name>
</author>
<author><name sortKey="Salomidi, M" uniqKey="Salomidi M">M Salomidi</name>
</author>
<author><name sortKey="Panou, A" uniqKey="Panou A">A Panou</name>
</author>
</analytic>
</biblStruct>
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<author><name sortKey="Westphalen, G" uniqKey="Westphalen G">G Westphalen</name>
</author>
<author><name sortKey="Collings, G" uniqKey="Collings G">G Collings</name>
</author>
<author><name sortKey="Cheshire, A" uniqKey="Cheshire A">A Cheshire</name>
</author>
</analytic>
</biblStruct>
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</analytic>
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</author>
<author><name sortKey="Harrison, Pj" uniqKey="Harrison P">PJ Harrison</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lapointe, Be" uniqKey="Lapointe B">BE Lapointe</name>
</author>
<author><name sortKey="Bedford, Bj" uniqKey="Bedford B">BJ Bedford</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Maloney, B" uniqKey="Maloney B">B Maloney</name>
</author>
<author><name sortKey="Iliffe, Tm" uniqKey="Iliffe T">TM Iliffe</name>
</author>
<author><name sortKey="Gelwick, F" uniqKey="Gelwick F">F Gelwick</name>
</author>
<author><name sortKey="Quigg, A" uniqKey="Quigg A">A Quigg</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Robinson, Lm" uniqKey="Robinson L">LM Robinson</name>
</author>
<author><name sortKey="Elith, J" uniqKey="Elith J">J Elith</name>
</author>
<author><name sortKey="Hobday, Aj" uniqKey="Hobday A">AJ Hobday</name>
</author>
<author><name sortKey="Pearson, Rg" uniqKey="Pearson R">RG Pearson</name>
</author>
<author><name sortKey="Kendall, Be" uniqKey="Kendall B">BE Kendall</name>
</author>
</analytic>
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</div1>
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</TEI>
<affiliations><list><country><li>Australie</li>
<li>Belgique</li>
<li>France</li>
<li>Norvège</li>
</country>
<region><li>Provence-Alpes-Côte d'Azur</li>
<li>Province de Flandre-Orientale</li>
<li>Région flamande</li>
<li>Victoria (État)</li>
</region>
<settlement><li>Gand</li>
<li>Marseille</li>
<li>Melbourne</li>
</settlement>
<orgName><li>Université de Gand</li>
<li>Université de Melbourne</li>
</orgName>
</list>
<tree><country name="Australie"><region name="Victoria (État)"><name sortKey="Verbruggen, Heroen" sort="Verbruggen, Heroen" uniqKey="Verbruggen H" first="Heroen" last="Verbruggen">Heroen Verbruggen</name>
</region>
<name sortKey="Belton, Gareth S" sort="Belton, Gareth S" uniqKey="Belton G" first="Gareth S." last="Belton">Gareth S. Belton</name>
<name sortKey="Gurgel, C Frederico D" sort="Gurgel, C Frederico D" uniqKey="Gurgel C" first="C. Frederico D." last="Gurgel">C. Frederico D. Gurgel</name>
<name sortKey="Gurgel, C Frederico D" sort="Gurgel, C Frederico D" uniqKey="Gurgel C" first="C. Frederico D." last="Gurgel">C. Frederico D. Gurgel</name>
<name sortKey="Gurgel, C Frederico D" sort="Gurgel, C Frederico D" uniqKey="Gurgel C" first="C. Frederico D." last="Gurgel">C. Frederico D. Gurgel</name>
</country>
<country name="Belgique"><region name="Région flamande"><name sortKey="Tyberghein, Lennert" sort="Tyberghein, Lennert" uniqKey="Tyberghein L" first="Lennert" last="Tyberghein">Lennert Tyberghein</name>
</region>
<name sortKey="De Clerck, Olivier" sort="De Clerck, Olivier" uniqKey="De Clerck O" first="Olivier" last="De Clerck">Olivier De Clerck</name>
<name sortKey="Tyberghein, Lennert" sort="Tyberghein, Lennert" uniqKey="Tyberghein L" first="Lennert" last="Tyberghein">Lennert Tyberghein</name>
</country>
<country name="France"><region name="Provence-Alpes-Côte d'Azur"><name sortKey="Mineur, Frederic" sort="Mineur, Frederic" uniqKey="Mineur F" first="Frederic" last="Mineur">Frederic Mineur</name>
</region>
</country>
<country name="Norvège"><noRegion><name sortKey="Jueterbock, Alexander" sort="Jueterbock, Alexander" uniqKey="Jueterbock A" first="Alexander" last="Jueterbock">Alexander Jueterbock</name>
</noRegion>
<name sortKey="Hoarau, Galice" sort="Hoarau, Galice" uniqKey="Hoarau G" first="Galice" last="Hoarau">Galice Hoarau</name>
</country>
</tree>
</affiliations>
</record>
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