The requirement of transformation invariance of a probability distribution is employed to derive prior probabilities for the coefficients of the equation describing a hyperplane. In two dimensions, this is a straight line, in three dimensions an ordinary plane etc. We treat the general case ofndimensions and propose a procedure to normalize the resulting distributions in order to make them proper and appropriate for model comparison problems. © 2003 American Institute of Physics