We introduce an exact framework to compute the positive frequency moments
M(α)(q)=⟨ωα⟩ of different dynamic
properties from imaginary-time quantum Monte Carlo data. As a practical
example, we obtain the first five moments of the dynamic structure factor
S(q,ω) of the uniform electron gas at the electronic Fermi
temperature based on \emph{ab initio} path integral Monte Carlo simulations. We
find excellent agreement with known sum rules for α=1,3, and, to our
knowledge, present the first results for α=2,4,5. Our idea can be
straightforwardly generalized to other dynamic properties such as the
single-particle spectral function A(q,ω), and will be useful
for a number of applications, including the study of ultracold atoms, exotic
warm dense matter, and condensed matter systems