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| author | Stratis Ioannidis <stratis@stratis-Latitude-E6320.(none)> | 2012-11-03 18:33:39 -0700 |
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| committer | Stratis Ioannidis <stratis@stratis-Latitude-E6320.(none)> | 2012-11-03 18:33:39 -0700 |
| commit | cbb16c62f10115a0927848ab0ad5aa43a47ab2c7 (patch) | |
| tree | 05ce7858c7601dfbbce10dc16cd7d416b78e3b48 /problem.tex | |
| parent | be95a466edbdf043bfe19ed9047e8abee231c6e4 (diff) | |
| download | recommendation-cbb16c62f10115a0927848ab0ad5aa43a47ab2c7.tar.gz | |
edp2
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| -rw-r--r-- | problem.tex | 1 |
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diff --git a/problem.tex b/problem.tex index b8e6af8..5631f7a 100644 --- a/problem.tex +++ b/problem.tex @@ -153,6 +153,7 @@ One possible interpretation of \eqref{modified} is that, prior to the auction, t Note that maximizing \eqref{modified} is equivalent to maximizing \eqref{dcrit} in the full-information case. In particular, $\det(\T{X_S}X_S)> \det(\T{X_{S'}}X_{S'})$ iff $\det(I_d+\T{X_S}X_S)>\det(I_d+\T{X_{S'}}X_{S'})$. In addition, \eqref{edp} (and the equivalent problem with objective \eqref{dcrit}) are NP-hard; to see this, note that \textsc{Knapsack} reduces to EDP with dimension $d=1$ by mapping the weight of each item $w_i$ to an experiment with $x_i=w_i$. Nevertheless, \eqref{modified} is submodular, monotone and satifies $V(\emptyset) = 0$, allowing us to use the extensive machinery for the optimization of submodular functions, as well as recent results in the context of budget feasible auctions \cite{chen,singer-mechanisms}. +\stratis{A potential problem is that all of the above properties hold also for, \emph{e.g.}, $V(S)=\log(1+\det(\T{X_S}X_S))$\ldots} \begin{comment} |
