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-rw-r--r--paper/sections/model.tex4
1 files changed, 2 insertions, 2 deletions
diff --git a/paper/sections/model.tex b/paper/sections/model.tex
index bc09f6d..26e1a8d 100644
--- a/paper/sections/model.tex
+++ b/paper/sections/model.tex
@@ -293,7 +293,7 @@ measurements and not the number of cascades.
\paragraph{Regularity assumptions}
We would like program~\eqref{eq:pre-mle} to be a convex program in order to
-solve it efficiently. A sufficient condition, A sufficient condition is to
+solve it efficiently. A sufficient condition is to
assume that $\mathcal{L}_i$ is a concave function. This will be the case if,
for example, $f$ and $(1-f)$ are both log-concave functions. Remember that
a twice-differentiable function $f$ is log-concave iff. $f''f \leq f'^2$. It is
@@ -319,7 +319,7 @@ non-isolated nodes. In the Independent Cascade Model, $\frac{f'(z)}{f(z)} =
as $p_{i,j}\geq \alpha$ for all $(i,j)\in E$ which is always satisfied for some
$\alpha\in(0,1)$.
-For the data-independent bound of Proposition~\ref{prop:fi}, we will the
+For the data-independent bound of Proposition~\ref{prop:fi}, we will require the
following additional regularity assumption:
\begin{equation}
\tag{LF2}