You should do your best to get the top achievable precision for each classifier on presented dataset. Note: The amount of hard work you put on tuning the parameters will probably be prevent- mined depending on the discrepancy between the accuracy you can get and the most effective achievable precision http://andrec2tf1.tblogz.com/how-can-save-you-time-stress-and-money-26290221