Given a complex affine hypersurface with isolated singularity determined by a
homogeneous polynomial, we identify the noncommutative Hodge structure on the
periodic cyclic homology of its singularity category with the classical Hodge structure
on the primitive cohomology of the associated projective hypersurface. As a
consequence, we show that the Hodge conjecture for the projective hypersurface is
equivalent to a dg-categorical analogue of the Hodge conjecture for the singularity
category.