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Bayesian Sparse Mixed-Response Species Distribution Models with Spatial Dependence

2026-07-15

Abstract excerpt

<title>Abstract</title> <p>Ecological monitoring programs increasingly record continuous, binary and count responses at common sites. We develop a Bayesian species distribution model for such mixed ecological responses, using a shared row-sparse coefficient matrix, P\'olya--Gamma augmentation for binary and negative-binomial components, Gaussian updates for continuous components, and a low-rank representation of...

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Literature Corpus work
8866ffa8-0655-5672-be03-79562d29ec04
DOI
10.21203/rs.3.rs-10231093/v1
Open publication

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Bayesian Sparse Mixed-Response Species Distribution Models with Spatial DependenceDOI 10.21203/rs.3.rs-10231093/v1
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