Professor Darren Wilkinson offers a pithy insight on how to go about constructing statistical models, notably hierarchical ones: “… we want to model the process as we would simulate it ….” This appears in his blog post One-way ANOVA with fixed and random effects from a Bayesian perspective.
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Learning to Swim in the Data Deluge
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... for when you can't solve life's problems with statistics alone.
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I can calculate the motion of heavenly bodies but not the madness of people. -Isaac Newton
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resources on approximate Bayesian computational methods
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Once you have finished counting diatoms, the real fun begins
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Statistical Computing + Bayesian Modelling
