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authorStratis Ioannidis <stratis@stratis-Latitude-E6320.(none)>2013-02-11 20:45:44 -0800
committerStratis Ioannidis <stratis@stratis-Latitude-E6320.(none)>2013-02-11 20:45:44 -0800
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@@ -59,7 +59,7 @@ We note that the objective \eqref{obj} is submodular. Using this fact, applying
%Though such mechanisms were known to exist for combinatorial problems with specific submodular objectives such as \textsc{Knapsack} or \textsc{Coverage}~\cite{singer-mechanisms,chen, singer-influence}, these do not readily apply to the more complicated linear-algebraic objective function \eqref{obj} of \SEDP.
%{\bf S+T: could we verify that the above sentence is correct in its implication?}
-From a technical perspective, we present a convex relaxation of \eqref{obj}, and show that it is within a constant factor from the so-called multi-linear relaxation of \eqref{obj}.
+From a technical perspective, we present a convex relaxation of \eqref{obj}, and show that it is within a constant factor from the so-called multi-linear relaxation of \eqref{obj}, which in turn can be related to \eqref{obj} through pipage rounding. We establish the constant factor to the multi-linear relaxation by bounding the partial derivatives of these two functions; we achieve the latter by exploiting convexity properties of matrix functions over the convex cone of positive semidefinite matrices.
%This allows us to adopt the approach followed by prior work in budget feasible mechanisms by Chen \emph{et al.}~\cite{chen} and Singer~\cite{singer-influence}. %{\bf FIX the last sentence}