- George E.P. Box -

“All models are wrong, but some are useful”

M. Bonneau, N. Peyrard, S. Gaba, R. Sabbadin. "Sampling for weed spatial distribution mapping need not be adaptive". (2016) Environmental and Ecological Statistics. Volume 23, Pages 233-255.
M. Bonneau, C.E. Hauser, N.S.G. Williams, R.D. Cousens. "Optimal monitoring schedule with time-dependent probability of detection". (2016) Biological Invasion. First revision.
M. Bonneau, F.A. Johnson, C. Romagosa. "Spatially explicit control of invasive species using a reaction-diffusion model". (2016) Ecological Modelling. Accepted.
M. Bonneau, S. Gaba, N. Peyrard, R. Sabbadin. "Reinforcement learning-based design of sampling policies under cost constraints in Markov random fields: Application to weed map reconstruction". (2014) Computational Statistics & Data Analysis. Volume 72, Pages 30-44.
G. Quesnel, M. Akplogan, M. Bonneau, R. Martin-Clouaire, N. Peyrard, J.P. Rellier, R. Sabbadin, R. Trépos. "Décision dans les agros-écosystèmes". (2013) Revue d'intelligence artificielle. Volume 27, Pages 409-442.
X. Rebout, S. Gaba, B. Borgy, M. Bonneau, M. Délos, G. Fried. "Que nous disent les réseaux d'observatoires sur les réactions de la flore adventice aux évolutions des pratiques agricoles". (2013) Innovation Agronomiques. Volume 28, Pages 127-140.

In preparation:

"Implications of Demographic Uncertainty for Controlling Tegu Lizards in south Florida". Journal of Applied Ecology. Co-Author.
"Spatial control of the Argentine black and white tegu, an approach using linear programming". Ecological Application. First Author.
"Identifying an optimal management strategy for an imperial salamander using a category count model approach". Biological Conservation. Co-Author.
"A generalized short-term gain heuristic for the dynamic reserve site selection problem". First Author.
"Optimal design of protection zones for marine mammals: a framework to quantify zone efficacy and optimally minimizing lethal collision risk from watercraft under management constraints". Biological Conservation. Co-Author
"An invasive predator and the urban landscape shape the meso-mammal community in a biodiversity hotspot". Global Change Biology. Co-Author.

M. Bonneau, N. Peyrard, S. Gaba, R. Sabbadin. "How to model weed spatial distribution using Markov random fields". (2013) Technical report
M. Bonneau, N. Peyrard, S. Gaba, R. Sabbadin. "Weed species richness explains most of sampling duration in arable fields". (2013) Technical report
M. Bonneau. "Échantillonnage adaptatif optimal dans les champs de Markov, application à l'échantillonnage d'une espèce adventice". (2012) Phd thesis
M. Bonneau. "Échantillonnage spatialisé optimal basé sur le krigeage". (2009) Master thesis

G. Quesnel, M. Akplogan, M. Bonneau, R. Martin-Clouaire, N. Peyrard, J.P. Rellier, R. Sabbadin, R. Trépos. "Decision in agroecosystems - Advanced modelling techniques studying global changes in environmental sciences". (2015) Elsevier. Book Chapter.

M. Bonneau, N. Peyrard, R . Sabbadin. "A reinforcement learning algorithm for sampling design in Markov random fields". (2012) European Conference on Artificial Intelligence (ECAI).
M. Bonneau, S. Gaba, N. Peyrard, R. Sabbadin. "An adaptive sampling method using Markov random fields for weed mapping at the field scale". (2011) European Weeds Research Society.