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When comparing several regression models in terms of quality, it seems like most have agreed on the MSE. There are also papers comparing "variance" and "variance accounted for (VAF)". However, there seems to be a controversial opinion about the variance (R^2). Should it nevertheless be compared in a scientific paper?

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And what does VAF say? Is the VAF still a good measure of regression models?

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