Source : WordNet®

trial-and-error
     adj 1: trying out various means or theories until error is
            satisfactorily reduced or eliminated; "he argued that
            all learning is a trial-and-error process that
            resembles biological evolution"
     2: relating to solving problems by experience rather than
        theory; "they adopted a trial-and-error procedure"