Category: linear models

  • Split-plot 1: How does a linear mixed model look like?

    I like statistics and I struggle with statistics. Often times I get frustrated when I don’t understand and I really struggled to make sense of Krushke’s Bayesian analysis of a split-plot, particularly because ‘it didn’t look like’ a split-plot to me. Additionally, I have made a few posts discussing linear mixed models using several different…

  • Bivariate linear mixed models using ASReml-R with multiple cores

    Bivariate linear mixed models using ASReml-R with multiple cores

    A while ago I wanted to run a quantitative genetic analysis where the performance of genotypes in each site was considered as a different trait. If you think about it, with 70 sites and thousands of genotypes one is trying to fit a 70×70 additive genetic covariance matrix, which requires 70*69/2 = 2,415 covariance components.…

  • On the (statistical) road, workshops and R

    Things have been a bit quiet at Quantum Forest during the last ten days. Last Monday (Sunday for most readers) I flew to Australia to attend a couple of one-day workshops; one on spatial analysis (in Sydney) and another one on modern applications of linear mixed models (in Wollongong). This will be followed by attending…

  • Surviving a binomial mixed model

    Surviving a binomial mixed model

    A few years ago we had this really cool idea: we had to establish a trial to understand wood quality in context. Sort of following the saying “we don’t know who discovered water, but we are sure that it wasn’t a fish” (attributed to Marshall McLuhan). By now you are thinking WTF is this guy…

  • Coming out of the (Bayesian) closet: multivariate version

    Coming out of the (Bayesian) closet: multivariate version

    This week I’m facing my—and many other lecturers’—least favorite part of teaching: grading exams. In a supreme act of procrastination I will continue the previous post, and the antepenultimate one, showing the code for a bivariate analysis of a randomized complete block design.