Modelling the monthly abundance of Culicoides biting midges in nine European countries using Random Forests machine learning

被引：0

作者：

Ana Carolina Cuéllar

Lene Jung Kjær

Andreas Baum

Anders Stockmarr

Henrik Skovgard

Søren Achim Nielsen

Mats Gunnar Andersson

Anders Lindström

Jan Chirico

Renke Lühken

Sonja Steinke

Ellen Kiel

Jörn Gethmann

Franz J. Conraths

Magdalena Larska

Marcin Smreczak

Anna Orłowska

Inger Hamnes

Ståle Sviland

Petter Hopp

Katharina Brugger

Franz Rubel

Thomas Balenghien

Claire Garros

Ignace Rakotoarivony

Xavier Allène

Jonathan Lhoir

David Chavernac

Jean-Claude Delécolle

Bruno Mathieu

Delphine Delécolle

Marie-Laure Setier-Rio

Bethsabée Scheid

Miguel Ángel Miranda Chueca

Carlos Barceló

Javier Lucientes

Rosa Estrada

Alexander Mathis

Roger Venail

Wesley Tack

Rene Bødker

机构：

[1] National Veterinary Institute,Division for Diagnostics and Scientific Advice

[2] Technical University of Denmark (DTU),Department of Applied Mathematics and Computer Science

[3] Technical University of Denmark (DTU),Department of Agroecology

[4] Aarhus University, Entomology and Plant Pathology

[5] Roskilde University,Department of Science and Environment

[6] National Veterinary Institute (SVA),Faculty of Mathematics, Informatics and Natural Sciences

[7] Universität Hamburg,Department of Biology and Environmental Sciences

[8] Bernhard Nocht Institute for Tropical Medicine,Institute of Epidemiology

[9] Carl von Ossietzky University,Department of Virology

[10] Friedrich-Loeffler-Institut,Unit of Veterinary Public Health and Epidemiology

[11] National Veterinary Research Institute,Applied Zoology and Animal Conservation Research Group

[12] Norwegian Veterinary Institute,Department of Animal Pathology

[13] University of Veterinary Medicine,Institute of Parasitology, National Centre for Vector Entomology, Vetsuisse FacultyInstitute of Parasitology, National Centre for Vector Entomology, Vetsuisse Faculty

[14] CIRAD,undefined

[15] UMR ASTRE,undefined

[16] IAV Hassan II,undefined

[17] Unité MIMC,undefined

[18] Institute of Parasitology and Tropical Pathology of Strasbourg,undefined

[19] UR7292,undefined

[20] Université de Strasbourg,undefined

[21] EID Méditerranée,undefined

[22] University of the Balearic Islands,undefined

[23] University of Zaragoza,undefined

[24] University of Zürich,undefined

[25] Avia-GIS NV,undefined

[26] Meise Botanic Garden,undefined

来源：

Parasites & Vectors | / 13卷

关键词：

abundance; Random Forest machine learning; Spatial predictions; Europe; Environmental variables; seasonality;

D O I：

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中图分类号：

学科分类号：

摘要：

引用

共 40 条

[1] Modelling the monthly abundance of Culicoides biting midges in nine European countries using Random Forests machine learning
Cuellar, Ana Carolina
Kjaer, Lene Jung
Baum, Andreas
Stockmarr, Anders
Skovgard, Henrik
Nielsen, Soren Achim
Andersson, Mats Gunnar
Lindstrom, Anders
Chirico, Jan
Luhken, Renke
Steinke, Sonja
Kiel, Ellen
Gethmann, Joern
Conraths, Franz J.
Larska, Magdalena
Smreczak, Marcin
Orlowska, Anna
Hamnes, Inger
Sviland, Stale
Hopp, Petter
Brugger, Katharina
Rubel, Franz
Balenghien, Thomas
Garros, Claire
Rakotoarivony, Ignace
Allene, Xavier
Lhoir, Jonathan
Chavernac, David
Delecolle, Jean-Claude
Mathieu, Bruno
Delecolle, Delphine
Setier-Rio, Marie-Laure
Scheid, Bethsabee
Miranda Chueca, Miguel Angel
Barcelo, Carlos
Lucientes, Javier
Estrada, Rosa
Mathis, Alexander
Venail, Roger
Tack, Wesley
Bodker, Rene
PARASITES & VECTORS, 2020, 13 (01)
[2] Spatial and temporal variation in the abundance of Culicoides biting midges (Diptera: Ceratopogonidae) in nine European countries
Cuellar, Ana Carolina
Kjaer, Lene Jung
Kirkeby, Carsten
Skovgard, Henrik
Nielsen, Soren Achim
Stockmarr, Anders
Andersson, Gunnar
Lindstrom, Anders
Chirico, Jan
Luehken, Renke
Steinke, Sonja
Kiel, Ellen
Gethmann, Joern
Conraths, Franz J.
Larska, Magdalena
Hamnes, Inger
Sviland, Stale
Hopp, Petter
Brugger, Katharina
Rubel, Franz
Balenghien, Thomas
Garros, Claire
Rakotoarivony, Ignace
Allene, Xavier
Lhoir, Jonathan
Chavernac, David
Delecolle, Jean-Claude
Mathieu, Bruno
Delecolle, Delphine
Setier-Rio, Marie-Laure
Venail, Roger
Scheid, Bethsabee
Miranda Chueca, Miguel Angel
Barcelo, Carlos
Lucientes, Javier
Estrada, Rosa
Mathis, Alexander
Tack, Wesley
Bodker, Rene
PARASITES & VECTORS, 2018, 11
[3] Spatial and temporal variation in the abundance of Culicoides biting midges (Diptera: Ceratopogonidae) in nine European countries
Ana Carolina Cuéllar
Lene Jung Kjær
Carsten Kirkeby
Henrik Skovgard
Søren Achim Nielsen
Anders Stockmarr
Gunnar Andersson
Anders Lindstrom
Jan Chirico
Renke Lühken
Sonja Steinke
Ellen Kiel
Jörn Gethmann
Franz J. Conraths
Magdalena Larska
Inger Hamnes
Ståle Sviland
Petter Hopp
Katharina Brugger
Franz Rubel
Thomas Balenghien
Claire Garros
Ignace Rakotoarivony
Xavier Allène
Jonathan Lhoir
David Chavernac
Jean-Claude Delécolle
Bruno Mathieu
Delphine Delécolle
Marie-Laure Setier-Rio
Roger Venail
Bethsabée Scheid
Miguel Ángel Miranda Chueca
Carlos Barceló
Javier Lucientes
Rosa Estrada
Alexander Mathis
Wesley Tack
Rene Bødker
Parasites & Vectors, 11
[4] Monthly variation in the probability of presence of adult Culicoides populations in nine European countries and the implications for targeted surveillance
Ana Carolina Cuéllar
Lene Jung Kjær
Andreas Baum
Anders Stockmarr
Henrik Skovgard
Søren Achim Nielsen
Mats Gunnar Andersson
Anders Lindström
Jan Chirico
Renke Lühken
Sonja Steinke
Ellen Kiel
Jörn Gethmann
Franz J. Conraths
Magdalena Larska
Marcin Smreczak
Anna Orłowska
Inger Hamnes
Ståle Sviland
Petter Hopp
Katharina Brugger
Franz Rubel
Thomas Balenghien
Claire Garros
Ignace Rakotoarivony
Xavier Allène
Jonathan Lhoir
David Chavernac
Jean-Claude Delécolle
Bruno Mathieu
Delphine Delécolle
Marie-Laure Setier-Rio
Roger Venail
Bethsabée Scheid
Miguel Ángel Miranda Chueca
Carlos Barceló
Javier Lucientes
Rosa Estrada
Alexander Mathis
Wesley Tack
René Bødker
Parasites & Vectors, 11
[5] Monthly variation in the probability of presence of adult Culicoides populations in nine European countries and the implications for targeted surveillance
Cuellar, Ana Carolina
Kjaer, Lene Jung
Baum, Andreas
Stockmarr, Anders
Skovgard, Henrik
Nielsen, Soren Achim
Andersson, Mats Gunnar
Lindstrom, Anders
Chirico, Jan
Luehken, Renke
Steinke, Sonja
Kiel, Ellen
Gethmann, Joern
Conraths, Franz J.
Larska, Magdalena
Smreczak, Marcin
Orlowska, Anna
Hamnes, Inger
Sviland, Stale
Hopp, Petter
Brugger, Katharina
Rubel, Franz
Balenghien, Thomas
Garros, Claire
Rakotoarivony, Ignace
Allene, Xavier
Lhoir, Jonathan
Chavernac, David
Delecolle, Jean-Claude
Mathieu, Bruno
Delecolle, Delphine
Setier-Rio, Marie-Laure
Venail, Roger
Scheid, Bethsabee
Miranda Chueca, Miguel Angel
Barcelo, Carlos
Lucientes, Javier
Estrada, Rosa
Mathis, Alexander
Tack, Wesley
Bodker, Rene
PARASITES & VECTORS, 2018, 11
[6] Robust probabilistic modelling of mould growth in building envelopes using random forests machine learning algorithm
Pour, Mohsen Bayat
Niklewski, Jonas
Naghibi, Amir
Hansson, Eva Fruhwald
BUILDING AND ENVIRONMENT, 2023, 243
[7] Leptospirosis modelling using hydrometeorological indices and random forest machine learning
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Zulkafli, Zed
De Stercke, Simon
Buytaert, Wouter
Rahmat, Fariq
Rahman, Ribhan Zafira Abdul
Ishak, Asnor Juraiza
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INTERNATIONAL JOURNAL OF BIOMETEOROLOGY, 2023, 67 (03) : 423 - 437
[8] Leptospirosis modelling using hydrometeorological indices and random forest machine learning
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Ribhan Zafira Abdul Rahman
Asnor Juraiza Ishak
Wardah Tahir
Jamalludin Ab Rahman
Nik Mohd Hafiz Mohd Fuzi
International Journal of Biometeorology, 2023, 67 : 423 - 437
[9] Modelling bluetongue and African horse sickness vector (Culicoides spp.) distribution in the Western Cape in South Africa using random forest machine learning
de Klerk, Joanna
Tildesley, Michael
Labuschagne, Karien
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PARASITES & VECTORS, 2024, 17 (01):
[10] Applying machine learning to social datasets: a study of migration in southwestern Bangladesh using random forests
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Regional Environmental Change, 2022, 22

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