This present invention relates to modified release pharmaceutical composition of memantine or its pharmaceutical!)" acceptable salts thereof and process for preparation of the same. The invention is particularly suitable for once-a-day solid oral pharmaceutical dosage forms, possessing improved formulation characteristics and release a therapeutically effective amount of the active ingredient over an extended time period.