Spaces:
Running
Running
MilesCranmer
commited on
Commit
•
87f1eda
1
Parent(s):
d2c7df2
docs: don't recommend PCA
Browse files- pysr/sr.py +1 -7
pysr/sr.py
CHANGED
@@ -2060,13 +2060,7 @@ class PySRRegressor(MultiOutputMixin, RegressorMixin, BaseEstimator):
|
|
2060 |
"Note: you are running with 10 features or more. "
|
2061 |
"Genetic algorithms like used in PySR scale poorly with large numbers of features. "
|
2062 |
"You should run PySR for more `niterations` to ensure it can find "
|
2063 |
-
"the correct variables, "
|
2064 |
-
"or, alternatively, do a dimensionality reduction beforehand. "
|
2065 |
-
"For example, `X = PCA(n_components=6).fit_transform(X)`, "
|
2066 |
-
"using scikit-learn's `PCA` class, "
|
2067 |
-
"will reduce the number of features to 6 in an interpretable way, "
|
2068 |
-
"as each resultant feature "
|
2069 |
-
"will be a linear combination of the original features. "
|
2070 |
)
|
2071 |
|
2072 |
# Assertion checks
|
|
|
2060 |
"Note: you are running with 10 features or more. "
|
2061 |
"Genetic algorithms like used in PySR scale poorly with large numbers of features. "
|
2062 |
"You should run PySR for more `niterations` to ensure it can find "
|
2063 |
+
"the correct variables, and consider using a larger `maxsize`."
|
|
|
|
|
|
|
|
|
|
|
|
|
2064 |
)
|
2065 |
|
2066 |
# Assertion checks
|