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New in this Collection: • 50+ new icons • All icons are resizable to any size, and will be included with original sizeQ: How to do a Linear Regression and avoid the need for Log transformation? I am training a linear regression model and I find that there are some models where I do not need to log transform the data. Since the linear regression model has a straight line in it, it should also be possible to fit the model using the raw data? A: I found this paper by Rüger and Bühlmann that seems to cover exactly what you are looking for. On page 15 they state that you can use: the log-transformed versions of x and y as an alternative to those variables directly, as logarithmic transformation has the property that it has the same scaling properties as linear regression. This is exactly what you are looking for and is also the reason why when you take log of the data, the values become uniformly distributed. 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