How to pick Decision Trees algorithm's parameters a-priori?
<p>I would like to make some predictive/classification task using the DT algorithm. However, if I don't want to go through the grid search method to identify the optimal parameters, how can I go about in deciding the value of the parameters (such as tree depth and minimal sample to split) apriori?</p>