Empress Elisabeth of Austria
Wilhelm was married twice. In 1892, he married Duchess Amalie in Bavaria (1865–1912), daughter of Karl-Theodor, Duke in Bavaria, a niece of Empress Elisabeth of Austria, and a direct descendant of the Lithuanian princess Ludwika Karolina Radziwiłł of Biržai. Nine children were born of this marriage: