16 lines
341 B
Python
16 lines
341 B
Python
|
from sklearn.linear_model import Lasso
|
||
|
from sklearn.linear_model import LinearRegression
|
||
|
from sklearn.feature_selection import RFE, f_regression
|
||
|
|
||
|
|
||
|
def fit_models(x, y):
|
||
|
lasso = Lasso(alpha=0.001)
|
||
|
lasso.fit(x, y)
|
||
|
|
||
|
rfe = RFE(lasso, step=2)
|
||
|
rfe.fit(x, y)
|
||
|
|
||
|
f, val = f_regression(x, y, center=False)
|
||
|
|
||
|
return lasso, rfe, f
|