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Category: linear and generalized linear models

Linear Regression Plots: Fitted vs Residuals

Posted on March 27, 2019February 2, 2022 by Alex

In this post we describe the fitted vs residuals plot, which allows us to detect…

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Linear Mixed Models for Longitudinal Data

Posted on December 20, 2018September 2, 2020 by Alex

This article is in part based on http://www2.stat.duke.edu/~sayan/Sta613/2017/lec/LMM.pdf. In this post we describe how linear…

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What is the Difference Between Logit and Logistic Regression?

Posted on November 5, 2018November 27, 2018 by Alex

Logit and logistic regression are the same thing.  However, they actually relate to generalized linear…

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The Five Linear Regression Assumptions: Testing on the Kaggle Housing Price Dataset

Posted on August 26, 2018September 4, 2020 by Alex

In this post we check the assumptions of linear regression using Python. Linear regression models…

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The Problem of Multicollinearity in Linear Regression

Posted on July 1, 2018September 4, 2020 by Alex

Here we’ll talk about multicollinearity in linear regression. This occurs when there is correlation among…

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