V. Chevalier, Relevance of Rift Valley fever to public health in the European Union, Clinical Microbiology and Infection, vol.19, issue.8, p.23517372
DOI : 10.1111/1469-0691.12163

M. Pepin, M. Bouloy, B. Bird, A. Kemp, and J. Paweska, ): an update on pathogenesis, molecular epidemiology, vectors, diagnostics and prevention, Veterinary Research, vol.105, issue.6, pp.61-71, 2010.
DOI : 10.1093/infdis/121.1.19

G. Nicolas, D. B. Rakotoarimanana, T. Lacote, S. , C. V. Marianneau et al., A 3-Year Serological and Virological Cattle Follow-Up in Madagascar Highlands Suggests a Non-Classical Transmission Route of Rift Valley Fever Virus, The American Journal of Tropical Medicine and Hygiene, vol.90, issue.2, p.24366500, 2014.
DOI : 10.4269/ajtmh.13-0538

E. Nakounné, B. Selekon, and J. Morvan, Microbiological surveillance: viral hemorrhagic fever in Central African Republic: current serological data in man], pp.340-347, 2000.

X. Pourrut, D. Nkoghé, M. Souris, C. Paupy, J. Paweska et al., Rift Valley Fever Virus Seroprevalence in Human Rural Populations of Gabon, PLoS Neglected Tropical Diseases, vol.25, issue.7, p.20668541, 2010.
DOI : 10.1371/journal.pntd.0000763.s001

P. Jupp, A. Kemp, A. Grobbelaar, P. Lema, F. Burt et al., The 2000 epidemic of Rift Valley fever in Saudi Arabia: mosquito vector studies, Medical and Veterinary Entomology, vol.56, issue.3, p.12243225, 2002.
DOI : 10.4269/ajtmh.1997.56.265

A. Hightower, C. Kinkade, P. Nguku, A. Anyangu, D. Mutonga et al., Relationship of Climate, Geography, and Geology to the Incidence of Rift Valley Fever in Kenya during the 2006???2007 Outbreak, The American Journal of Tropical Medicine and Hygiene, vol.86, issue.2, p.22302875
DOI : 10.4269/ajtmh.2012.11-0450

C. Sindato, E. Karimuribo, D. Pfeiffer, L. Mboera, F. Kivaria et al., Spatial and temporal pattern of Rift Valley fever outbreaks in Tanzania, PloS One February, vol.25, issue.92, p.24586433, 1930.

J. Meegan, The Rift Valley fever epizootic in Egypt 1977???1978 1. Description of the epizootic and virological studies, Transactions of the Royal Society of Tropical Medicine and Hygiene, vol.73, issue.6, pp.618-623, 1979.
DOI : 10.1016/0035-9203(79)90004-X

J. Digoutte and C. Peters, General aspects of the 1987 Rift Valley fever epidemic in Mauritania. Res Virol, pp.10-1016, 1989.

O. Hassan, C. Ahlm, R. Sang, and M. Evander, The 2007 Rift Valley Fever Outbreak in Sudan, PLoS Neglected Tropical Diseases, vol.28, issue.9, p.21980543, 2011.
DOI : 10.1371/journal.pntd.0001229.t001

V. Chevalier, T. Rakotondrafara, J. M. Heraud, J. Andriamanivo, H. Durand et al., An Unexpected Recurrent Transmission of Rift Valley Fever Virus in Cattle in a Temperate and Mountainous Area of Madagascar, PLoS Neglected Tropical Diseases, vol.85, issue.13, p.22206026, 2011.
DOI : 10.1371/journal.pntd.0001423.s001
URL : https://hal.archives-ouvertes.fr/pasteur-00835683

J. Morvan, J. Saluzzo, D. Fontenille, P. Rollin, P. Coulanges et al., Rift valley fever on the east coast of Madagascar, Research in Virology, vol.142, issue.6, pp.10-1016, 1991.
DOI : 10.1016/0923-2516(91)90070-J

J. Morvan, P. Rollin, S. Laventure, I. Rakotoarivony, and J. Roux, Rift Valley fever epizootic in the central highlands of Madagascar, Research in Virology, vol.143, issue.606, pp.10-1016, 1992.
DOI : 10.1016/S0923-2516(06)80134-2

S. Andriamandimby, A. Randrianarivo-solofoniaina, E. Jeanmaire, L. Ravololomanana, L. Razafimanantsoa et al., Rift Valley fever during rainy seasons, Madagascar, Emerg Infect Dis, vol.16, issue.6, p.20507747, 2008.
DOI : 10.3201/eid1606.091266
URL : https://hal.archives-ouvertes.fr/pasteur-00595482

E. Jeanmaire and S. De-la-rocque, Rift Valley fever in Madagascar: an updated map of the distribution of the disease in, Rome: Food and Agriculture Organization of the United Nations. EMPRESS. Available, vol.35, pp.23-30, 2008.

E. Jeanmaire, R. Rabenarivahiny, M. Biarmann, L. Rabibisoa, F. Ravaomanana et al., Prevalence of Rift Valley fever infection in ruminants in Madagascar after the 2008 outbreak. Vector Borne Zoonotic Dis, p.21395414, 2011.
URL : https://hal.archives-ouvertes.fr/pasteur-00596376

A. Cornet and . Essai-de-cartographie-bioclimatique-À-madagascar, Notice Explicative; 55) Paris: ORS- TOM, 1974.

G. Nicolas, C. V. Tantely, L. Fontenille, D. , and D. B. , A Spatially Explicit Metapopulation Model and Cattle Trade Analysis Suggests Key Determinants for the Recurrent Circulation of Rift Valley Fever Virus in a Pilot Area of Madagascar Highlands, PLoS Neglected Tropical Diseases, vol.11, issue.12, p.25474116, 2014.
DOI : 10.1371/journal.pntd.0003346.s001

F. Goutard, A. Binot, R. Duboz, H. Rasamoelina-andriamanivo, M. Pedrono et al., How to reach the poor? Surveillance in low-income countries, lessons from experiences in Cambodia and Madagascar, Preventive Veterinary Medicine, vol.120, issue.1, p.25842000, 2015.
DOI : 10.1016/j.prevetmed.2015.02.014

G. Gray, B. Anderson, A. Labeaud, J. Heraud, E. Fèvre et al., Seroepidemiological Study of Interepidemic Rift Valley Fever Virus Infection Among Persons with Intense Ruminant Exposure in Madagascar and Kenya, The American Journal of Tropical Medicine and Hygiene, vol.93, issue.6, pp.1364-1370, 2009.
DOI : 10.4269/ajtmh.15-0383

J. Paweska, F. Burt, F. Anthony, S. Smith, A. Grobbelaar et al., IgG-sandwich and IgM-capture enzyme-linked immunosorbent assay for the detection of antibody to Rift Valley fever virus in domestic ruminants, Journal of Virological Methods, vol.113, issue.2, pp.103-112, 2003.
DOI : 10.1016/S0166-0934(03)00228-3

J. Paweska, F. Burt, and R. Swanepoel, Validation of IgG-sandwich and IgM-capture ELISA for the detection of antibody to Rift Valley fever virus in humans, Journal of Virological Methods, vol.124, issue.1-2, p.15664066, 2005.
DOI : 10.1016/j.jviromet.2004.11.020

N. Heinrich, E. Saathoff, N. Weller, P. Clowes, I. Kroidl et al., High Seroprevalence of Rift Valley Fever and Evidence for Endemic Circulation in Mbeya Region, Tanzania, in a Cross-Sectional Study, PLoS Neglected Tropical Diseases, vol.77, issue.Pt 11, p.22479657
DOI : 10.1371/journal.pntd.0001557.s001

L. Tantely, S. Boyer, and D. Fontenille, A Review of Mosquitoes Associated with Rift Valley Fever Virus in Madagascar, The American Journal of Tropical Medicine and Hygiene, vol.92, issue.4, p.25732680, 2015.
DOI : 10.4269/ajtmh.14-0421
URL : https://hal.archives-ouvertes.fr/hal-01291994

S. Muiruri, E. Kabiru, E. Muchiri, H. Hussein, F. Kagondu et al., Cross-Sectional Survey of Rift Valley Fever Virus Exposure in Bodhei Village Located in a Transitional Coastal Forest Habitat in Lamu County, Kenya, The American Journal of Tropical Medicine and Hygiene, vol.92, issue.2, pp.394-400, 2015.
DOI : 10.4269/ajtmh.14-0440

N. Owange, W. Ogara, H. Affognon, G. Peter, J. Kasiiti et al., Occurrence of rift valley fever in cattle in Ijara district, Kenya. Prev Vet Med, p.25217406, 2014.

M. Tantely, L. Goff, G. Boyer, S. Fontenille, and D. , An updated checklist of mosquito species (Diptera: Culicidae) from Madagascar, Parasite, vol.24, issue.475, pp.20-30, 2016.
DOI : 10.1016/0035-9203(85)90238-X
URL : https://hal.archives-ouvertes.fr/hal-01496134

A. Anyamba, K. Linthicum, J. Small, S. Britch, E. Pak et al., Prediction, Assessment of the Rift Valley Fever Activity in East and Southern Africa 2006???2008 and Possible Vector Control Strategies, The American Journal of Tropical Medicine and Hygiene, vol.83, issue.2_Suppl, p.20682905, 2010.
DOI : 10.4269/ajtmh.2010.09-0289
URL : https://hal.archives-ouvertes.fr/pasteur-00595489

R. Metras, C. Jewell, T. Porphyre, P. Thompson, D. Pfeiffer et al., Risk factors associated with Rift Valley fever epidemics in South Africa in 2008?11. Sci Rep, pp.9492-9502, 2015.

D. Nicholas, K. Jacobsen, and N. Waters, Risk factors associated with human Rift Valley fever infection: systematic review and meta-analysis, Tropical Medicine & International Health, vol.83, issue.Suppl. 2, p.25252137, 2014.
DOI : 10.3201/eid0802.010023
URL : http://onlinelibrary.wiley.com/doi/10.1111/tmi.12385/pdf

T. Robinson, G. Wint, G. Conchedda, V. Boeckel, T. Ercoli et al., Mapping the global distribution of livestock. PloS One, May, vol.29, issue.95, p.24875496, 2014.

S. Bontemps, P. Defourny, V. Bogaert, E. Arino, O. Kalogirou et al., Products Description and Validation Report Available: http://epic.awi.de, 2009.

J. Moat, D. Puy, and D. Madagascar, Remaining Primary Vegetation [Internet], Royal Botanic Gardens, Kew, 1997.

N. Batjes, IPCC default soil classes derived from the Harmonized World Soil Data Base (Ver. 1.1)

S. Siebert and K. Frenken, Irrigated areas In: Atlas of African agriculture research & development Available: http://www.fao.org/nr, 2014.

B. Escofier and J. Pagès, Multiple factor analysis (AFMULT package) Comput Stat Data Anal, pp.10-1016, 1994.
DOI : 10.1016/0167-9473(94)90135-x

S. Costard, V. Porphyre, S. Messad, S. Rakotondrahanta, H. Vidon et al., Multivariate analysis of management and biosecurity practices in smallholder pig farms in Madagascar, Preventive Veterinary Medicine, vol.92, issue.3, 2009.
DOI : 10.1016/j.prevetmed.2009.08.010

C. Grueber, S. Nakagawa, R. Laws, and I. Jamieson, Multimodel inference in ecology and evolution: challenges and solutions, Journal of Evolutionary Biology, vol.1, issue.4, p.21272107, 2011.
DOI : 10.1111/j.2041-210X.2009.00001.x

S. Park, J. Goo, and C. Jo, Receiver Operating Characteristic (ROC) Curve: Practical Review for Radiologists, Korean Journal of Radiology, vol.5, issue.1, pp.11-18, 2004.
DOI : 10.3348/kjr.2004.5.1.11
URL : http://synapse.koreamed.org/Synapse/Data/PDFData/0068KJR/kjr-5-11.pdf

A. Franco, C. Davies, A. Mylne, J. Dedet, M. Gállego et al., Predicting the distribution of canine leishmaniasis in western Europe based on environmental variables, Parasitology, vol.6, issue.14, pp.1878-91, 2011.
DOI : 10.1136/vr.152.4.97

R. Development and C. Team, R: A Language and Environment for Statistical Computing. Vienna, Austria: the R Foundation for Statistical Computing, 2011.

S. Lê, J. Josse, and F. Husson, FactoMineR: An R Package for Multivariate Analysis, J Stat Softw March, vol.18, issue.251, 2008.

J. Fox and S. Weisberg, An {R} Companion to Applied Regression. Second. Sage Available: http:// socserv.socsci.mcmaster.ca, 2011.

D. Bates, M. Maechler, B. Bolker, and S. Walker, Fitting Linear Mixed-Effects Models using lme4, Journal of Statistical Software, vol.51, 2015.

K. Barto? and . Mumin, Multi-Model Inference Available: https://cran.r-project, 2015.

X. Robin, N. Turck, A. Hainard, N. Tiberti, F. Lisacek et al., pROC: an open-source package for R and S+ to analyze and compare ROC curves, BMC Bioinformatics, vol.12, issue.1, pp.77-87, 2011.
DOI : 10.1007/s00134-009-1641-y

A. Canty and B. Ripley, Package " boot " : Bootstrap Functions. Cran Available: https://cran.r-project. org, 2016.

M. Keeling and P. Rohani, Modeling infectious diseases in humans and animals, 2008.

B. Durand, G. Zanella, F. Biteau-coroller, C. Locatelli, F. Baurier et al., Anatomy of bluetongue virus serotype 8 epizootic wave, France, Emerg Infect Dis, vol.16, issue.12, p.21122214, 2007.

J. Ratovonjato, M. Olive, L. Tantely, L. Andrianaivolambo, E. Tata et al., Detection, isolation , and genetic characterization of Rift Valley fever virus from Anopheles (Anopheles) coustani, Anopheles (Anopheles) squamosus, and Culex (Culex) antennatus of the Haute Matsiatra region, Madagascar . Vector Borne Zoonotic Dis, p.21028960, 2011.
URL : https://hal.archives-ouvertes.fr/pasteur-00596363

T. Lernout, E. Cardinale, M. Jego, P. Desprès, L. Collet et al., Rift valley fever in humans and animals in Mayotte, an endemic situation? PloS One, p.24098637, 2013.

A. Labeaud, Y. Ochiai, C. Peters, E. Muchiri, and C. King, Spectrum of Rift Valley fever virus transmission in Kenya: insights from three distinct regions, Am J Trop Med Hyg, vol.76, issue.5, pp.795-800, 2007.

Z. Memish, M. Masri, B. Anderson, G. Heil, H. Merrill et al., Elevated Antibodies Against Rift Valley Fever Virus Among Humans with Exposure to Ruminants in Saudi Arabia, The American Journal of Tropical Medicine and Hygiene, vol.92, issue.4, pp.739-782
DOI : 10.4269/ajtmh.14-0575

S. Carroll, J. Reynes, M. Khristova, S. Andriamandimby, P. Rollin et al., Genetic Evidence for Rift Valley Fever Outbreaks in Madagascar Resulting from Virus Introductions from the East African Mainland rather than Enzootic Maintenance, Journal of Virology, vol.85, issue.13, p.21507967, 2011.
DOI : 10.1128/JVI.00335-11
URL : https://hal.archives-ouvertes.fr/pasteur-00596378