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Table 13 LightGBM classifier initialization options

From: Detecting cybersecurity attacks across different network features and learners

Parameter/Value Comment
bagging_fraction \(= 0.01\) Faster training and prevent overfitting;
bagging_freq \(= 10\) Necessary to specify along with bagging_fraction
max_bin \(= 32\) Prevent overfitting