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@@ -10,12 +10,11 @@ has been obtained for the Lasso in the recent series of papers
\cite{javanmard2014, zhang2014}.
Finally, the linear threshold model is a commonly studied diffusion process and can also be cast as a \emph{generalized linear cascade} with inverse link function $z \mapsto \mathbbm{1}_{z > 0}$:
-
-\begin{equation}
+$
\label{eq:lt}
\tag{LT}
X^{t+1}_j = \text{sign} \left(\inprod{\theta_j}{X^t} - t_j \right)
-\end{equation}
+ $
This model therefore falls into the 1-bit compressed sensing model
\cite{Boufounos:2008} framework. Several recent papers study the theoretical