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Research unit for the study of the BAM Model
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n_estimators: The more trees, the less likely the algorithm is to overfit. ...
max_features: You should try reducing this number. ...
max_depth: This parameter will reduce the complexity of the learned models, lowering over fitting risk.
min_samples_leaf: Try setting these values greater than one.
direi pure di provare una cross validation ma sempre c'è il problema che le y variano poco (al 90% stabili intorno a un valore) ... si potrebbe agirare con delle partizioni di crossvalidation "ritoccate": ben variate sulla y (...)
Try different classification algorithms
Settare Hyperparametri
bisogna controllare l errore di predizione del random forest solo per le curve oltre lo 0.2, per verificare che quando freschet cambia davvero il modello continui a essere predittivo
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