From the course: Machine Learning & AI Foundations: Linear Regression
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Understanding part correlations - SPSS Tutorial
From the course: Machine Learning & AI Foundations: Linear Regression
Understanding part correlations
- [Instructor] The best way to understand part correlations is to compare them to partials, but also to realize that part correlations are very closely related to Delta R Squared, which is a stastic that we can request right in the Regression menus. Let's request it and take a look at the output, together. I'm going to go into Analyze, Regression, Linear, and Waste Tons is going to be my dependent and we're going to do something new now. We're going to go ahead and say that Retail Trade is our independent, then click on Next and then click on Restaurants. This is actually what you do when you're doing a hierarchical regression. And we have to do that to be able to request our Delta R Squared. So, we're going to go into Statistics and request Part and partial correlations, as well as R squared change, very frequently called Delta R Squared. We're going to click on Continue. We're going to click on OK. Let's scroll down and the first thing that we see is that the Zero order Correlation,…
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Contents
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Three regression strategies and when to use them2m 45s
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Understanding partial correlations3m 54s
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Understanding part correlations3m 40s
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Visualizing part and partial correlations5m 11s
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Simultaneous regression: Setting up the analysis2m 43s
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Simultaneous regression: Interpreting the output7m 55s
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Hierarchical regression: Setting up the analysis5m 5s
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Hierarchical regression: Interpreting the output7m 20s
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Creating a train-test partition in SPSS4m 30s
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Stepwise regression: Setting up the analysis3m 24s
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Stepwise regression: Interpreting the output4m 5s
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