[Objective]Thispapercomparesthepredictionaccuracyandefficiencyofdifferentmachinelearning algorithms,aimingtoidentifynewconsumerswithrepeatpurchaseintentions.Italsoprovidesatheoreticalframework forcustomerclassification.[Methods]First,wecollectedtheserverlogsofa