Recently, K. Bringmann, P. Guerzhoy, Z. Kent and K. Ono studied the
connection between Eichler integrals and the holomorphic parts of harmonic weak
Maass forms on the full modular group. In this article, we extend their result
to more general groups, namely, H-groups by employing the theory of
supplementary functions introduced and developed by M. I. Knopp and S. Y.
Husseini. In particular, we show that the set of Eichler integrals, which have
polynomial period functions, is the same as the set of holomorphic parts of
harmonic weak Maass forms of which the non-holomorphic parts are certain period
integrals of cusp forms. From this we deduce relations among period functions
for harmonic weak Maass forms