[scikit-learn] PolynomialFeatures

2019-11-22 Thread Sole Galli
Hello team, Can I double check with you that I understand correctly what the PolynomialFeatures() is doing under the hood? If I set it like this: poly = PolynomialFeatures(degree=3, interaction_only=False, include_bias=False) and I fit it on a dataset with 3 variables, a,b and c. Am I correct

Re: [scikit-learn] PolynomialFeatures

2019-11-23 Thread Michael Eickenberg
I think it might generate a basis that is capable of generating what you describe above, but feature expansion concretely reads as 1, a, b, c, a ** 2, ab, ac, b ** 2, bc, c ** 2, a ** 3, a ** 2 * b, a ** 2 * c, a* b ** 2, abc, a*c**2, b**3, b**2 * c, b*c**2, c**3 Hope this helps On Fri, Nov 22,

Re: [scikit-learn] PolynomialFeatures

2019-11-25 Thread Sole Galli
Hi Michael, Nicolas, Thank you both, that is very helpful! Best wishes Sole On Sun, 24 Nov 2019 at 03:37, Michael Eickenberg < michael.eickenb...@gmail.com> wrote: > I think it might generate a basis that is capable of generating what you > describe above, but feature expansion concretely read