The Collaborative International Dictionary of English v.0.48:

Witch-hazel \Witch"-ha`zel\, n. [See Wych-elm, and Hazel.]
   (Bot.)
   The wych-elm.
   (b) An American shrub or small tree (Hamamelis Virginica),
       which blossoms late in autumn.
       [1913 Webster]