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@@ -21,7 +21,7 @@ implementations described in~\Cref{sec:sir:setup} and~\Cref{sec:rsir:setup}.
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% -------------------------------------------------------------------
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-\section{Data Preprocessing 3}
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+\section{Epidemiological Data 3}
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\label{sec:preprocessing}
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In order for the PINNs to be effective with the data available to us, it is
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necessary for the data to be in the format required by the epidemiological
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@@ -92,7 +92,7 @@ this issue.
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% -------------------------------------------------------------------
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-\subsection{Recovery Queue and Recovery Rate 1}
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+\subsection{Data Preprocessing 1}
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\label{sec:preprocessing:rq}
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At the outset of this section, we establish the format of the data, that is
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@@ -138,7 +138,7 @@ employed by the PINN models, which we describe in the subsequent section.
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% -------------------------------------------------------------------
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-\section{PINN for the SIR Model 3}
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+\section{Estimating Epidemiological Parameters using PINNs 3}
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\label{sec:pinn:sir}
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In the last section we present the methods, we use to transform the RKI data
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