Apply suggested fix to src/linearboost/linear_boost.py from Copilot Autofix

Co-authored-by: Copilot Autofix powered by AI <223894421+github-code-quality[bot]@users.noreply.github.com>

Author: hamidkm9

src/linearboost/linear_boost.py

@@ -581,21 +581,6 @@ def __init__(
             n_estimators=n_estimators,
             learning_rate=learning_rate,
         )
-        self.algorithm = algorithm
-        self.scaler = scaler
-        self.class_weight = class_weight
-        self.loss_function = loss_function
-        self.kernel = kernel
-        self.gamma = gamma
-        self.degree = degree
-        self.coef0 = coef0
-        self.early_stopping = early_stopping
-        self.validation_fraction = validation_fraction
-        self.n_iter_no_change = n_iter_no_change
-        self.tol = tol
-        self.subsample = subsample
-        self.shrinkage = shrinkage
-        self.boosting_type = boosting_type
 
     if SKLEARN_V1_6_OR_LATER: