Improving projections of trait and population dynamics

Improving projections of trait and population dynamics

Improving projections of trait and population dynamicsImproving projections of trait and population dynamicsImproving projections of trait and population dynamics

Some R (and stats) resources I collected over the yeaRS

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Data structure and loops

Plotting

Base plots; Plotting with ggplot; Colorblind-friendly palette;                                                                                                 


Plotting prediction intervals: poisson GLMER

Ecological statistics

A very detailed set of lectures on ecological modeling using Frequentist and Bayesian approaches: Ecology 563 by J. Weiss


Analysis of time-series data: a brief introduction; overview of R functions; canceling out trends; use various R packages; GAMM; MGCV; ARMA


Seasonal analyses: season/trend decomposition; seasonal and trend decomposition with Loess (STL); seasonal data with GAMs; more GAMs for seasonal data; seasonal ARIMA; seasonal ARIMA 2


Model temporal autocorrelation: a general tutorial; mixed models


Model spatial autocorrelation: a general tutorial;


Model selection: MuMIn


Model fitting : Tips for nonlinear regression


Lm(er): ANOVA = Linear regression; GLMM Faq

Population ecology

General lectures on population dynamics: Exponential & logistic growth;


Matrix population models: Periodic matrices