Spatial confounding in Bayesian species distribution modeling

Jussi Mäkinen; Elina Numminen; Pekka Niittynen; Miska Luoto; Jarno Vanhatalo

doi:10.1111/ecog.06183

Spatial confounding in Bayesian species distribution modeling

Jussi Mäkinen, Elina Numminen, Pekka Niittynen, Miska Luoto, Jarno Vanhatalo

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	e06183
Journal	Ecography
Volume	2022
Issue number	11
Number of pages	12
ISSN	0906-7590
DOIs	https://doi.org/10.1111/ecog.06183
Publication status	Published - Nov 2022
MoE publication type	A1 Journal article-refereed

Fields of Science

estimation bias
Gaussian process
spatial confounding
spatial random effect
species distribution model
BIOTIC INTERACTIONS
RED HERRINGS
AUTOCORRELATION
PREDICTION
REGRESSION
INFERENCE
PRIORS
1181 Ecology, evolutionary biology

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10.1111/ecog.06183Licence: CC BY

Ecography - 2022 - M kinen - Spatial confounding in Bayesian species distribution modelingFinal published version, 3.61 MBLicence: CC BY

Multivariate Gaussian processes for hierarchical modelling of species distributions
Vanhatalo, J. (Project manager), Kaurila, K. (Participant) & Numminen, S. (Participant)
Suomen Akatemia Projektilaskutus
01/09/2018 → 31/08/2022
Project: Research project

Cite this

@article{d3f3f27940814e1dbc2951e90f8f64d7,

title = "Spatial confounding in Bayesian species distribution modeling",

keywords = "estimation bias, Gaussian process, spatial confounding, spatial random effect, species distribution model, BIOTIC INTERACTIONS, RED HERRINGS, AUTOCORRELATION, PREDICTION, REGRESSION, INFERENCE, PRIORS, 1181 Ecology, evolutionary biology",

author = "Jussi M{\"a}kinen and Elina Numminen and Pekka Niittynen and Miska Luoto and Jarno Vanhatalo",

year = "2022",

month = nov,

doi = "10.1111/ecog.06183",

language = "English",

volume = "2022",

journal = "Ecography",

issn = "0906-7590",

publisher = "Wiley",

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TY - JOUR

T1 - Spatial confounding in Bayesian species distribution modeling

AU - Mäkinen, Jussi

AU - Numminen, Elina

AU - Niittynen, Pekka

AU - Luoto, Miska

AU - Vanhatalo, Jarno

PY - 2022/11

Y1 - 2022/11

KW - estimation bias

KW - Gaussian process

KW - spatial confounding

KW - spatial random effect

KW - species distribution model

KW - BIOTIC INTERACTIONS

KW - RED HERRINGS

KW - AUTOCORRELATION

KW - PREDICTION

KW - REGRESSION

KW - INFERENCE

KW - PRIORS

KW - 1181 Ecology, evolutionary biology

U2 - 10.1111/ecog.06183

DO - 10.1111/ecog.06183

M3 - Article

SN - 0906-7590

VL - 2022

JO - Ecography

JF - Ecography

IS - 11

M1 - e06183

ER -

Spatial confounding in Bayesian species distribution modeling

Fields of Science

Access to Document

Projects

Multivariate Gaussian processes for hierarchical modelling of species distributions

Cite this