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diff --git a/final/main.tex b/final/main.tex
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--- a/final/main.tex
+++ b/final/main.tex
@@ -113,7 +113,7 @@ Problem~\ref{eq:opt}:
which expresses that the ex-ante allocation probability is upper-bounded by
$\hat{x}$.
-We use the notation from \cite{alaei} where $R(\hat{x})$ denotes the revenue
+We use the notation from \cite{alaei}, where $R(\hat{x})$ denotes the revenue
obtained by the optimal mechanism solution to Problem~\ref{eq:opt} with ex-ante
allocation constraint $\hat{x}$ given by \eqref{eq:ea}. The main question
underlying this work can then be formulated as:
@@ -124,8 +124,8 @@ $\hat{x}$ and whose revenue is a constant approximation to $R(\hat{x})$?}
\subsection{Examples and Motivations}
-\paragraph{}Note that when $\hat{x} = (1,\ldots,1)$, \eqref{eq:ea} does not further
-constrain Problem~\ref{eq:opt}, i.e. the constraint is trivially satisfied. In
+\paragraph{}Note that when $\hat{x} = (1,\ldots,1)$, the ex-ante allocation constraint \eqref{eq:ea} does not further
+constrain the optimization problem given by Equation \ref{eq:opt}, i.e. the constraint is trivially satisfied. In
this case, as discussed above, the mechanism described in \cite{babaioff}
provides a 6-approximation to $R((1,...,1))$.