We develop an inhomogeneous quantum mean-field theory for disordered particle-hole symmetric Bose-Hubbard models in two dimensions. Collective excitations are described by fluctuations about the mean-field ground state. In quadratic (Gaussian) approximation, the Goldstone (phase) and Higgs (amplitude) modes completely decouple. Each is described by a disordered Bogoliubov Hamiltonian which can be solved by an inhomogeneous multi-mode Bogoliubov transformation. We find that the Higgs modes are noncritical and strictly localized everywhere in the phase diagram. In contrast, the lowest-energy Goldstone mode delocalizes in the superfluid phase. We discuss these findings from the perspective of conventional Anderson localization theory. We also compare the effects of different types of disorder such as site dilution and random interactions; we relate our results to recent quantum Monte Carlo simulations, and we discuss the limits and generality of our approach.
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