BaggingClassifier keyword argument 'base_estimator' not updated with scikit-learn new naming "estimator"

[IgnacioCorrecher]

Describe the bug

This error occurs because the base_estimator parameter in scikit-learn's BaggingClassifier and BaggingRegressor was renamed to estimator. This change was implemented in scikit-learn version 1.2, and base_estimator was completely removed in version 1.4.

Observed Results

TypeError: BaggingClassifier.init() got an unexpected keyword argument 'base_estimator'

Code to Reproduce

from lce import LCEClassifier
from sklearn.datasets import load_iris
from sklearn.metrics import accuracy_score
from sklearn.model_selection import train_test_split

data = load_iris()
X_train, X_test, y_train, y_test = train_test_split(data.data, data.target, random_state=0)

clf = LCEClassifier(n_jobs=-1, random_state=0)
clf.fit(X_train, y_train)

Expected Results

No error is thrown.

Version

'0.1.8'