Abstract
This paper presents a method for freely drawing a graphical password. The new method achieves better security than conventional textual passwords and other graphical password schemes. With this method it is also easier for a user to remember the password. The basic idea of the new method is to use a number of the user’s representative sample drawings to predict the user’s future drawing prediction interval. The predicted values are obtained by conducting the least squares method to the polynomial regression/B-spline regression model. Based on the predicted values and deviation of the user’s sample drawings, a prediction interval for the signature/picture is generated. This prediction interval is used as the password and, subsequently, if the signature/picture drawn by a user lies within the prediction interval, the user is authenticated into the application.