Justification of the log transformation of independent variables
9444
In linear regression, when is it appropriate to use the log of an independent variable instead of the actual values?
127290
Intuition behind logarithm change of base
13787
Why log-transforming the data before performing principal component analysis?
30500
Independence of ratios of independent variates
36565
Box-Cox transformation vs. predictor transformation in multiple linear regression
22687
Proof of the power rule for logarithms
100801
A $\log \Gamma $ identity: Where does it come from?
111321
When should we discretize/bin continuous independent variables/features and when should not?
103217
Different probability density transformations due to Jacobian factor
157751
Relationship between Partial Harmonic Sum and Logarithm.
90302
How do we interpret the results of regression for log transformed data containing negative values, $\log(Y-\min(Y)+1)$?
26252
Expectation, Variance and Correlation of a bivariate Lognormal distribution
135641
Algebraic independence of exponentials
9356
Derivation of the formula for Ordinary Least Squares Linear Regression
91193
Natural log approximation
79306
Back-transformation of regression coefficients
86569
How to interpret log-linear regression?