INLA

Automatic cross-validation in structured models: Is it time to leave out leave-one-out?
Standard techniques such as leave-one-out cross-validation (LOOCV) might not be suitable for evaluating the predictive performance of …
Aritz Adin, Elias Teixeira Krainski, Amanda Lenzi, Zhedong Liu, Joaquín Martínez-Minaya, Haavard Rue
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Automatic cross-validation in structured models: Is it time to leave out leave-one-out?
A flexible Bayesian tool for CoDa mixed models: logistic-normal distribution with Dirichlet covariance
Compositional Data Analysis (CoDa) has gained popularity in recent years. This type of data consists of values from disjoint categories …
Joaquín Martínez-Minaya, Haavard Rue
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A flexible Bayesian tool for CoDa mixed models: logistic-normal distribution with Dirichlet covariance
The Integrated Nested Laplace Approximation for Fitting Dirichlet Regression Models
This article introduces a Laplace approximation to Bayesian inference in Dirichlet regression models, which can be used to analyze a …
Joaquín Martínez-Minaya, Finn Lindgren, Antonio López-Quílez, Daniel Simpson, David Conesa
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The Integrated Nested Laplace Approximation for Fitting Dirichlet Regression Models
Bayesian Hierarchical Models in Plant Disease
This project shows how the use of Bayesian hierarchical models can help in the establishment of measures for plant diseases control. Applications to the citrus black spot, circular leaf spot in kakhi and Peach Powdery Mildew.
Jan 27, 2021
Bayesian Hierarchical Models in Plant Disease
Incorporating Biotic Information in Species Distribution Models: A Coregionalized Approach
In this work, we discuss the use of a methodological approach for modelling spatial relationships among species by means of a Bayesian …
Xavier Barber, David Conesa, Antonio López-Quílez, Joaquín Martínez-Minaya, Maria Grazia Pennino
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Incorporating Biotic Information in Species Distribution Models: A Coregionalized Approach
Dealing with physical barriers in bottlenose dolphin (Tursiops truncatus) distribution
Worldwide, cetacean species have started to be protected, but they are still very vulnerable to accidental damage from an expanding …
Joaquín Martínez-Minaya, David Conesa, Haakon Bakka, Maria Grazia Pennino
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Dealing with physical barriers in bottlenose dolphin (Tursiops truncatus) distribution
Species distribution modeling: a statistical review with focus in spatio-temporal issues
The use of complex statistical models has recently increased substantially in the context of species distribution behavior. This …
Joaquín Martínez-Minaya, Michela Cameletti, David Conesa, Maria Grazia Pennino
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Species distribution modeling: a statistical review with focus in spatio-temporal issues
Spatial and climatic factors associated with the geographical distribution of citrus black spot disease in South Africa. A Bayesian latent Gaussian model approach
Citrus black spot (CBS), caused by Phyllosticta citricarpa, is the main fungal disease affecting this crop and quarantine measures …
Joaquín Martínez-Minaya, David Conesa, Antonio López-Quílez, Antonio Vicent
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Spatial and climatic factors associated with the geographical distribution of citrus black spot disease in South Africa. A Bayesian latent Gaussian model approach