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Spatial interactions between neighboring plants are foundational to population and community ecology. Neighbor interactions include both positive (facilitation) and negative (competition) effects. The strength of interaction between neighboring plants decays with distance and is often modeled using non-linear functions that take into account a t…

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Cristinabarber/Neighbor_Interactions

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Spatial models for plant neighborhood dynamics in Stan

In this case study, we demonstrate how Stan’s segment function can speed computation on sparse matrices of pairwise neighbors in plant-plant interaction models. In addition, we present solutions to common problems of fitting neighborhood models with hierarchical effects, including a comparison of centered vs. non-centered parameterizations.

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Authors : Cristina Barber, Andrii Zaiats, Cara Applestein, Lisa Rosenthal and T.Trevor Caughlin

Keywords : plants, neighbor interactions, sparse matrix, segment function

Source Repository : Cristinabarber/Neighbor_Interactions (GitHub)

R Package Dependencies : rstan

License : BSD (3 clause), CC BY NC

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Spatial interactions between neighboring plants are foundational to population and community ecology. Neighbor interactions include both positive (facilitation) and negative (competition) effects. The strength of interaction between neighboring plants decays with distance and is often modeled using non-linear functions that take into account a t…

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