Relative weights.
When to Use Relative Weights Over Shapley
Shapley regression has been gaining popularity in recent years and has been (re-)invented multiple times. However, relative weights, should be used instead.
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Comparing Partial Least Squares to Johnson’s Relative Weights
Although PLS and Johnson's Relative Weights are both techniques for dealing with correlations between predictors, they give fundamentally different results.
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Shapley Regression Vs. Relative Weights | Understanding The Differences
Studies have shown that Shapley regression and Relative Weights provide surprisingly similar scores, despite being constructed in very different ways.
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