Multiple Regression and Other Foundational Topics

S7E08 Bootstrapping

In this week’s episode, Greg and I discuss the amazing world of the empirical bootstrap. We start with inferential testing using business as usual, we describe where that quickly runs into problems, and we explore where bootstrapping does and, importantly, does not help move us forward. Along the way we also discuss midnight in Bangkok, […]

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S7E03 Nonparametric Procedures

In this week’s episode, Greg and Patrick explore the very cool yet often overlooked suite of non-parametric statistical tests. They talk about their strengths and weaknesses and how these might be profitably used in practice. Along the way they also discuss science fairs, spaghetti bridges, don’t take this the wrong way, jazz hamster, the Bernoulli

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S6E20 Dominance Analysis

In this week’s episode Greg and Patrick explore the extremely clever yet inexplicably underused method of dominance analysis which offers a set of techniques for determining the relative importance of predictors in a regression model. Along the way they also discuss giving compliments, looking tired, Indy vs. F1, chicken paprikás, Gustav Holst, Fozzie Bear, not

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S6E18 Count Variables

In this week’s episode Patrick and Greg talk about outcomes that are count variables: when you need to worry about them and what you can do about them within your analytical models. Along the way they also mention: Bela Lugosi, Vlad the Impaler, Patrick the Poker, Count Chocula, Count von Count, drunken bar brawls, secret

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S6E12 Suppression Unrepressed

In this week’s episode Greg and Patrick explore the fascinating world of suppressor variables which have the nearly magical, yet fully understandable, distinction of being unrelated to the dependent variable yet serving to enhance the predictive utility of other variables in the model. Along the way they also discuss  getting the giggles, giving away our

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S5E09 Regularized Variable Selection Methods

In today’s episode Greg and Patrick talk about regularization, which includes ridge, LASSO, and elastic net procedures for variable selection within the general linear model and beyond. Along the way they also mention Bowdlerizing, The Family Shakespeare, disturbance in the force, McNeish on his bike, Spandex, C’mon guys wait up, the altar of unbiasedness, Curranizing, shooting arrows, stepwise

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