Research Article

Predicting Pulsars from Imbalanced Dataset with Hybrid Resampling Approach

Table 5

Hyperparameters for machine learning models.

AlgorithmsParameters

RFn_estimators = 200, max_depth = 8 random_state = 2
GBCn_estimators = 100, max_depth = 10, random_state = 2, learning_rate = 0.1
ETCn_estimator = 200, max_depth = 8, random_state = 2
LRrandom_state = 2, solver = liblinear, multi_class = ovr, C = 3.0