Effect Improved for High-Dimensional and Unbalanced Data Anomaly Detection Model Based on KNN-SMOTE-LSTM

Table 6

Parameters of SMOTE.

Algorithm	Parameters
SMOTE	k_neighbors = 2, kind = “deprecated,” m_neighbors = 2, n_jobs = 1, out_step = “deprecated,” random_state = 0, ratio = None, sampling_strategy = “auto,” svm_estimator = “deprecated”