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Continuous Distributions
| | gregoryfaletto.com
Estimating treatment effects with a linear model in a randomized experiment-insights from the Double/Debiased ML framework - Gregory Faletto
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| | poissonisfish.com
Probability distributions in R - poissonisfish
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| | Someof the most fundamental functions in R, in my opinion, are those that deal with probability distributions. Whenever you compute a P-value you relyon a probability distribution, and there are many types out there. In this exercise I will cover four: Bernoulli, Binomial, Poisson, and Normal distributions. Let me begin with some theory first: Bernoulli...
| | ddarmon.github.io
MA 220-01 Probability and Statistics I (Spring 2021)
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| | fharrell.com
Equivalence of Wilcoxon Statistic and Proportional Odds Model - Statistical Thinking
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| In this article I provide much more extensive simulations showing the near perfect agreement between the odds ratio (OR) from a proportional odds (PO) model, and the Wilcoxon two-sample test statistic. The agreement is studied by degree of violation of the PO assumption and by the sample size. A refinement in the conversion formula between the OR and the Wilcoxon statistic scaled to 0-1 (corcordance probability) is provided.