So many variables: joint modeling in community ecology

DI Warton, FG Blanchet, RB O'Hara… - Trends in ecology & …, 2015 - cell.com
Technological advances have enabled a new class of multivariate models for ecology, with
the potential now to specify a statistical model for abundances jointly across many taxa, to …

[图书][B] Joint species distribution modelling: With applications in R

O Ovaskainen, N Abrego - 2020 - books.google.com
Joint species distribution modelling (JSDM) is a fast-developing field and promises to
revolutionise how data on ecological communities are analysed and interpreted. Written for …

A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels

A Norberg, N Abrego, FG Blanchet… - Ecological …, 2019 - Wiley Online Library
A large array of species distribution model (SDM) approaches has been developed for
explaining and predicting the occurrences of individual species or species assemblages …

The fourth‐corner solution–using predictive models to understand how species traits interact with the environment

AM Brown, DI Warton, NR Andrew… - Methods in Ecology …, 2014 - Wiley Online Library
An important problem encountered by ecologists in species distribution modelling (SDM)
and in multivariate analysis is that of understanding why environmental responses differ …

Uncovering hidden spatial structure in species communities with spatially explicit joint species distribution models

O Ovaskainen, DB Roy, R Fox… - Methods in Ecology …, 2016 - Wiley Online Library
Modern species distribution models account for spatial autocorrelation in order to obtain
unbiased statistical inference on the effects of covariates, to improve the model's predictive …

Projecting marine species range shifts from only temperature can mask climate vulnerability

J McHenry, H Welch, SE Lester… - Global Change …, 2019 - Wiley Online Library
Climate change is causing range shifts in many marine species, with implications for
biodiversity and fisheries. Previous research has mainly focused on how species' ranges will …

Three points to consider when choosing a LM or GLM test for count data

DI Warton, M Lyons, J Stoklosa… - Methods in Ecology and …, 2016 - Wiley Online Library
The two most common approaches for analysing count data are to use a generalized linear
model (GLM), or transform data, and use a linear model (LM). The latter has recently been …

Spatial factor analysis: a new tool for estimating joint species distributions and correlations in species range

JT Thorson, MD Scheuerell, AO Shelton… - Methods in Ecology …, 2015 - Wiley Online Library
Predicting and explaining the distribution and density of species is one of the oldest
concerns in ecology. Species distributions can be estimated using geostatistical methods …

Model-based thinking for community ecology

DI Warton, SD Foster, G De'ath, J Stoklosa… - Plant Ecology, 2015 - Springer
In this paper, a case is made for the use of model-based approaches for the analysis of
community data. This involves the direct specification of a statistical model for the observed …

[HTML][HTML] Seasonal dynamics of soil fungal and bacterial communities in cool-temperate montane forests

N Shigyo, K Umeki, T Hirao - Frontiers in microbiology, 2019 - frontiersin.org
Both fungal and bacterial communities in soils play key roles in driving forest ecosystem
processes across multiple time scales, but how seasonal changes in environmental factors …