Definitions of trial-and-error:

• adjective:   relating to solving problems by experience rather than theory

  Example: "They adopted a trial-and-error procedure"

• adjective:   trying out various means or theories until error is satisfactorily reduced or eliminated

  Example: "He argued that all learning is a trial-and-error process that resembles biological evolution"