change headlines

chapters/chap03/chap03.tex

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