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Let be a positive integer. We compute depth and Stanley depth of the quotient ring of the edge ideal associated to the power of a path on vertices. We show that both depth and Stanley depth have the same values and can be given in terms of and . For , let $n\equiv 0,k+1,k+2,\dots, n-1(\mod(2k+1))$. Then we give values of depth and Stanley depth of the quotient ring of the edge ideal associated to the power of a cycle on vertices and tight bounds otherwise, in terms of and . We also compute lower bounds for the Stanley depth of the edge ideals associated to the power of a path and a cycle and prove a conjecture of Herzog presented in \cite{HS} for these ideals.

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