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Update ExplainableFinRLAnEmpiricalApproach.rst
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zhumingpassional authored Mar 4, 2022
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Expand Up @@ -204,4 +204,24 @@ We find that the DRL methods performed best among all and we seek to explain thi

.. image:: ../image/ExplainableFinRL-SingleStepPrediction.png

\begin{table*}[t]
\centering
\caption{Upper tail test table for mean correlation coefficient (single-step and multi-step) under null hypothesis: the mean correlation coefficient is of no difference than zero.}
\begin{tabular}{|l|c|c|c|c|}
\hline
& $\textbf{Z-statistics (single-step)}$
& $\textbf{Z-statistics (multi-step)}$
\\ \hline
$\textbf{PPO}$ & 0.6 & $\textbf{2.16}^{***}$ \\ \hline
$\textbf{A2C}$ & 0.51 & $\textbf{1.58}^{**}$ \\ \hline
$\textbf{DT}$ & $\textbf{1.28}^{**}$ & -0.59 \\ \hline
$\textbf{LR}$ & 1.03 & -0.55 \\ \hline
$\textbf{RF}$ & 0.98 & -0.28 \\ \hline
$\textbf{SVM}$ & 0.64 & -0.11 \\ \hline
%\textbf{Daily Value at Risk} & -1.1\% & -1.7\% & -1.1\% & -1.5\% & -2.2\% & -2.5\% \\ \hline
\end{tabular}
\label{table:stat-tests-single}
\end{table*}



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