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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