puts on theoretician's hat You are correct, it can represent more decision surfaces. takes off theoretician's hat In practice, my intuition tells me that agg

puts on theoretician's hat You are correct, it can represent more decision surfaces. takes off theoretician's hat In practice, my intuition tells me that aggregating over an ensemble of logreg models trained on subsets of the data is inferior to training a single logreg model over the entire data. I apologize for being sloppy tho.