The ability of alkaline earth metal ions to hydrate decreases as the size of the cation increases. Barium ($Ba^{2+}$) has the largest size and lowest charge density among the options provided, meaning it does not have enough polarizing power to hold water molecules. Consequently, $Ba(NO_{3})_{2}$ crystallizes as an anhydrous salt.