rapport : model selection ajout

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Louis Lacoste 2024-07-15 16:55:36 +02:00
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\section[Capacity to distinguish models]{Capacity to distinguish \section[Capacity to distinguish models]{Capacity to distinguish
$\pi\rho\text{-}colBiSBM$~from\newline$iid\text{-}colBiSBM$ and other $\pi\rho\text{-}colBiSBM$~from\newline
$iid\text{-}colBiSBM$ and other
models}\label{capacity-to-distinguish-pirhotext-colbisbm-from-iidtext-colbisbm-and-other-variants} models}\label{capacity-to-distinguish-pirhotext-colbisbm-from-iidtext-colbisbm-and-other-variants}
The idea of this model selection simulations is to assess how the model The idea of this model selection simulations is to assess how the model
select the correct \emph{colBiSBM} model among the possible ones: select the correct \emph{colBiSBM} model among the possible ones:
\textit{iid, pi, rho, pirho}. This difference being based on the row and \textit{iid, pi, rho, pirho}. This difference being based on the row and
col block proportions. col block proportions.\\
For this task we choose the same simulation settings as For this task we choose the same simulation settings as
\cite{chabert-liddellLearningCommonStructures2024a}. \cite{chabert-liddellLearningCommonStructures2024a}.\\
Namely, $n_{1}^{m} = 90, n_{2}^{m} = 90, Q_1 = Q_2 = 3$,
Namely $n_{1}^{m} = 90, n_{2}^{m} = 90, Q_1 = Q_2 = 3$, $\bm{\alpha}, \bm{\pi}$ and $\bm{\rho}$ are set as follows:\\
$\bm{\alpha}, \bm{\pi}$ and $\bm{\rho}$ are set as follows:
\begin{minipage}[l]{0.4\linewidth} \begin{minipage}[l]{0.4\linewidth}
\begin{align*} \begin{align*}
\bm{\alpha} =.25 + \begin{pmatrix} \bm{\alpha} =.25 + \begin{pmatrix}
@ -38,7 +36,8 @@ $\bm{\alpha}, \bm{\pi}$ and $\bm{\rho}$ are set as follows:
\end{minipage} \end{minipage}
with $\eps[\alpha] = 0.16$, $\eps[\pi]$ and with $\eps[\alpha] = 0.16$, $\eps[\pi]$ and
$\eps[\rho]$ taking 9 values equally spaced in $\eps[\rho]$ taking 9 values equally spaced in
$\left[ 0, .28\right]$. We simulate 324 different collections for each $\left[ 0, .28\right]$.\newline
We simulate 324 different collections for each
value of $\eps[\pi]$ and $\eps[\rho]$. value of $\eps[\pi]$ and $\eps[\rho]$.
$\pi\rho\text{-}colBiSBM$, $\pi\text{-}colBiSBM$, $\pi\rho\text{-}colBiSBM$, $\pi\text{-}colBiSBM$,
@ -56,73 +55,26 @@ $\bm{\pi}^1 \neq \bm{\pi}^2$ and $\eps[\rho] > 0$ or
$\bm{\rho}^1 \neq \bm{\rho}^2$, the model is a $\bm{\rho}^1 \neq \bm{\rho}^2$, the model is a
$\pi\rho\text{-}colBiSBM$. $\pi\rho\text{-}colBiSBM$.
\begin{table}[!h] \input{../tables/simulations/model_selection/model-selection.tex}
\caption{\label{tab:tables}\label{tab:pi-model-sel}Model selection for varying $\pi$ mixture parameters}
\centering
\begin{tabular}[t]{lccccl}
\toprule
\multicolumn{1}{c}{ } & \multicolumn{4}{c}{Models} & \multicolumn{1}{c}{Blocks} \\
\cmidrule(l{3pt}r{3pt}){2-5} \cmidrule(l{3pt}r{3pt}){6-6}
$\eps[\pi]$ & $iid\text{-}colBiSBM$ & $\pi\text{-}colBiSBM$ & $\rho\text{-}colBiSBM$ & $\pi\rho\text{-}colBiSBM$ & Recovered $Q_1$ \\
\midrule
0.00 & 0.65 & 0.00 & 0.35 & 0.00 & 3 \\
0.04 & 0.66 & 0.00 & 0.34 & 0.00 & 3 \\
0.07 & 0.64 & 0.01 & 0.34 & 0.01 & 3.01 $\pm$ 0.01 \\
0.11 & 0.63 & 0.03 & 0.31 & 0.03 & 3.01 $\pm$ 0.01 \\
0.14 & 0.55 & 0.12 & 0.28 & 0.05 & 3 \\
\addlinespace
0.18 & 0.39 & 0.26 & 0.21 & 0.13 & 3.01 \\
0.21 & 0.23 & 0.42 & 0.13 & 0.23 & 3.01 \\
0.25 & 0.10 & 0.56 & 0.05 & 0.29 & 3.02 $\pm$ 0.01 \\
0.28 & 0.01 & 0.65 & 0.01 & 0.33 & 3.01 $\pm$ 0.01 \\
\bottomrule
\end{tabular}
\end{table}
\begin{table}[!h]
\caption{\label{tab:tables}\label{tab:rho-model-sel}Model selection for varying $\rho$ mixture parameters}
\centering
\begin{tabular}[t]{lccccl}
\toprule
\multicolumn{1}{c}{ } & \multicolumn{4}{c}{Models} & \multicolumn{1}{c}{Blocks} \\
\cmidrule(l{3pt}r{3pt}){2-5} \cmidrule(l{3pt}r{3pt}){6-6}
$\eps[\rho]$ & $iid\text{-}colBiSBM$ & $\pi\text{-}colBiSBM$ & $\rho\text{-}colBiSBM$ & $\pi\rho\text{-}colBiSBM$ & Recovered $Q_2$ \\
\midrule
0.00 & 0.63 & 0.37 & 0.00 & 0.00 & 3 \\
0.04 & 0.65 & 0.34 & 0.00 & 0.01 & 3 \\
0.07 & 0.64 & 0.33 & 0.01 & 0.01 & 3 \\
0.11 & 0.64 & 0.31 & 0.03 & 0.02 & 3 \\
0.14 & 0.53 & 0.29 & 0.11 & 0.06 & 3 \\
\addlinespace
0.18 & 0.42 & 0.20 & 0.24 & 0.14 & 3.01 \\
0.21 & 0.25 & 0.12 & 0.40 & 0.22 & 3.01 \\
0.25 & 0.08 & 0.06 & 0.58 & 0.29 & 3.01 \\
0.28 & 0.01 & 0.01 & 0.65 & 0.32 & 3 \\
\bottomrule
\end{tabular}
\end{table}
\begin{figure}[H] \begin{figure}[H]
% \includegraphics{./Rcodes/simulation/img/plot_model_function_eps.png} \centering
\caption{Plot of preferred model in function of $\eps[\pi]$ and $\eps[\rho]$} \input{../tikz/simulations/model_selection/eps-pi-rho-preferred.tex}
\label{fig:pref_model_func_eps} \caption{\label{fig:pref_model_func_eps}Plot of model selection proportions
over the different datasets in
function of $\eps[\pi]$ and $\eps[\rho]$}
\end{figure} \end{figure}
\paragraph{Results:} \paragraph{Results:}
On the figure \ref{fig:pref_model_func_eps} and tables On the figure \ref{fig:pref_model_func_eps} and table \ref{tab:model-selection}, one can see that
\ref{tab:pi-model-sel} and \ref{tab:rho-model-sel}, one can see that
there is a turning point around $\eps[\pi] = 0.2$ (resp. there is a turning point around $\eps[\pi] = 0.2$ (resp.
$\eps[\rho] = 0.2$), before which $iid\text{-}colBiSBM$ and $\eps[\rho] = 0.2$), before which $iid\text{-}colBiSBM$ and
$\rho\text{-}colBiSBM$ (resp. $\pi\text{-}colBiSBM$) are selected $\rho\text{-}colBiSBM$ (resp. $\pi\text{-}colBiSBM$) are selected
most of the times and after $0.2$ the $\pi\text{-}colBiSBM$ (resp. very often and after $0.2$ the $\pi\text{-}colBiSBM$ (resp.
$\rho\text{-}colBiSBM$) and $\pi\rho\text{-}colBiSBM$ gets more and $\rho\text{-}colBiSBM$) and $\pi\rho\text{-}colBiSBM$ gets more and
more selected, highlighting our capacity to recover the simulated more selected. Moreover, the number of blocks are correctly detected in most
structure. of the case.
\paragraph*{Remark:} These two results highlight our capacity to recover the simulated
structure.
Please note that when ``Recovered $Q_1$(or $Q_2$)'' is not an
integer it's because some procedures returned a value other than 3.

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\begin{table}
\centering
\caption{\label{tab:model-selection}Filtered block recovery and model selection proportions}
\centering
\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
\begin{tabular}[t]{llllllllll|>{}llll}
\toprule
\multicolumn{2}{c}{ } & \multicolumn{8}{c}{Block number recovery} & \multicolumn{4}{c}{Model selection proportions} \\
\cmidrule(l{3pt}r{3pt}){3-10} \cmidrule(l{3pt}r{3pt}){11-14}
\multicolumn{2}{c}{ } & \multicolumn{2}{c}{$iid$} & \multicolumn{2}{c}{$\pi$} & \multicolumn{2}{c}{$\rho$} & \multicolumn{2}{c}{$\pi\rho$} & \multicolumn{4}{c}{ } \\
\cmidrule(l{3pt}r{3pt}){3-4} \cmidrule(l{3pt}r{3pt}){5-6} \cmidrule(l{3pt}r{3pt}){7-8} \cmidrule(l{3pt}r{3pt}){9-10}
$\epsilon_{\pi}$ & $\epsilon_{\rho}$ & $\mathbbb{1}_{\widehat{Q_1}_{iid}=3}$ & $\mathbbb{1}_{\widehat{Q_2}_{iid}=3}$ & $\mathbbb{1}_{\widehat{Q_1}_{\pi}=3}$ & $\mathbbb{1}_{\widehat{Q_2}_{\pi}=3}$ & $\mathbbb{1}_{\widehat{Q_1}_{\rho}=3}$ & $\mathbbb{1}_{\widehat{Q_2}_{\rho}=3}$ & $\mathbbb{1}_{\widehat{Q_1}_{\pi\rho}=3}$ & $\mathbbb{1}_{\widehat{Q_2}_{\pi\rho}=3}$ & $iid$ & $\pi$ & $\rho$ & $\pi\rho$ \\
\midrule
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.991 & 0.009 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & & & \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.981 & & 0.019 & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.917 & & 0.083 & \\
\cmidrule{2-14}
& 0.210 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.361 & & 0.630 & 0.009 \\
\cmidrule{2-14}
& 0.245 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.111 & & 0.889 & \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.000} & 0.280 & 1 & 1 & 1 & 0.991 & 1 & 1 & 1 & 1 & 0.009 & 0.009 & 0.963 & 0.019 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.981 & 0.009 & 0.009 & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.981 & 0.019 & & \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.991 & & 0.009 & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.935 & & 0.065 & \\
\cmidrule{2-14}
& 0.210 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.454 & & 0.546 & \\
\cmidrule{2-14}
& 0.245 & 1 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & 0.157 & & 0.843 & \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.035} & 0.280 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.019 & & 0.972 & 0.009 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.991 & 0.009 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.972 & 0.019 & 0.009 & \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.972 & 0.019 & 0.009 & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.880 & 0.056 & 0.065 & \\
\cmidrule{2-14}
& 0.210 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.324 & & 0.648 & 0.028 \\
\cmidrule{2-14}
& 0.245 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.139 & & 0.843 & 0.019 \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.070} & 0.280 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.019 & & 0.963 & 0.019 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.917 & 0.083 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.917 & 0.065 & 0.019 & \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.935 & 0.056 & 0.009 & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.806 & 0.056 & 0.139 & \\
\cmidrule{2-14}
& 0.210 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.333 & 0.019 & 0.593 & 0.056 \\
\cmidrule{2-14}
& 0.245 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.102 & & 0.843 & 0.056 \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.105} & 0.280 & 1 & 1 & 1 & 0.991 & 1 & 1 & 1 & 1 & 0.037 & & 0.935 & 0.028 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.296 & 0.704 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.370 & 0.620 & & 0.009 \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.343 & 0.657 & & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.343 & 0.546 & 0.037 & 0.074 \\
\cmidrule{2-14}
& 0.210 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.148 & 0.269 & 0.176 & 0.407 \\
\cmidrule{2-14}
& 0.245 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.037 & 0.065 & 0.324 & 0.574 \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.210} & 0.280 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & & & 0.417 & 0.583 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.148 & 0.852 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.157 & 0.843 & & \\
\cmidrule{2-14}
& 0.070 & 1 & 1 & 1 & 1 & 0.991 & 1 & 1 & 1 & 0.148 & 0.852 & & \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.139 & 0.833 & & 0.028 \\
\cmidrule{2-14}
& 0.210 & 1 & 0.981 & 1 & 1 & 1 & 1 & 1 & 1 & 0.028 & 0.343 & 0.111 & 0.519 \\
\cmidrule{2-14}
& 0.245 & 1 & 1 & 1 & 1 & 0.991 & 1 & 1 & 1 & & 0.130 & 0.083 & 0.787 \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.245} & 0.280 & 0.991 & 0.991 & 1 & 1 & 0.991 & 1 & 1 & 1 & 0.009 & 0.037 & 0.111 & 0.843 \\
\cmidrule{1-14}
& 0.000 & 1 & 1 & 1 & 1 & 1 & 1 & 0.991 & 1 & 0.019 & 0.981 & & \\
\cmidrule{2-14}
& 0.035 & 1 & 1 & 1 & 1 & 1 & 1 & 0.981 & 1 & 0.046 & 0.954 & & \\
\cmidrule{2-14}
& 0.070 & 1 & 0.991 & 1 & 0.991 & 0.991 & 1 & 0.991 & 0.981 & 0.019 & 0.954 & & 0.028 \\
\cmidrule{2-14}
& 0.105 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 0.019 & 0.898 & & 0.083 \\
\cmidrule{2-14}
& 0.210 & 0.981 & 0.991 & 1 & 1 & 1 & 1 & 1 & 1 & & 0.435 & 0.009 & 0.556 \\
\cmidrule{2-14}
& 0.245 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & 1 & & 0.167 & 0.019 & 0.815 \\
\cmidrule{2-14}
\multirow[t]{-7}{*}[6\dimexpr\aboverulesep+\belowrulesep+\cmidrulewidth]{\raggedright\arraybackslash 0.280} & 0.280 & 1 & 0.991 & 1 & 1 & 1 & 1 & 0.991 & 1 & & 0.019 & 0.028 & 0.954 \\
\bottomrule
\end{tabular}}
\end{table}

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(109.57,250.77); (110.25,211.31);
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(127.80,250.77); (127.80,211.31);
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(146.03,250.77); (145.35,211.31);
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(164.26,250.77); (162.90,211.31);
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(182.49,250.77); (180.46,211.31);
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(200.72,250.77); (198.01,211.31);
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\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 46.67, 80.39) rectangle ( 63.08,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 49.69, 47.28) rectangle ( 65.49,203.50);
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\definecolor{fillColor}{RGB}{0,158,115} \definecolor{fillColor}{RGB}{0,158,115}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 64.90,107.44) rectangle ( 81.31,117.95); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 67.24, 77.66) rectangle ( 83.04, 92.12);
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\definecolor{fillColor}{RGB}{240,228,66} \definecolor{fillColor}{RGB}{240,228,66}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 64.90, 92.41) rectangle ( 81.31,107.44); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 67.24, 66.08) rectangle ( 83.04, 77.66);
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\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 64.90, 80.39) rectangle ( 81.31, 92.41); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 67.24, 47.28) rectangle ( 83.04, 66.08);
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\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 83.13,236.64) rectangle ( 99.54,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 84.79,200.61) rectangle (100.59,203.50);
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\definecolor{fillColor}{RGB}{86,180,233}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 83.13,235.14) rectangle ( 99.54,236.64);
\definecolor{drawColor}{RGB}{0,158,115} \definecolor{drawColor}{RGB}{0,158,115}
\definecolor{fillColor}{RGB}{0,158,115} \definecolor{fillColor}{RGB}{0,158,115}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 83.13,214.11) rectangle ( 99.54,235.14); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 84.79,181.80) rectangle (100.59,200.61);
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\definecolor{fillColor}{RGB}{240,228,66} \definecolor{fillColor}{RGB}{240,228,66}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 83.13,205.09) rectangle ( 99.54,214.11); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 84.79,173.12) rectangle (100.59,181.80);
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\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 83.13, 80.39) rectangle ( 99.54,205.09); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] ( 84.79, 47.28) rectangle (100.59,173.12);
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\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (101.36,236.64) rectangle (117.77,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (102.35,197.71) rectangle (118.14,203.50);
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\definecolor{fillColor}{RGB}{0,158,115} \definecolor{fillColor}{RGB}{0,158,115}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (101.36,233.64) rectangle (117.77,236.64); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (102.35,196.27) rectangle (118.14,197.71);
\definecolor{drawColor}{RGB}{240,228,66}
\definecolor{fillColor}{RGB}{240,228,66}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (102.35,194.82) rectangle (118.14,196.27);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (101.36, 80.39) rectangle (117.77,233.64); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (102.35, 47.28) rectangle (118.14,194.82);
\definecolor{drawColor}{RGB}{230,159,0} \definecolor{drawColor}{RGB}{230,159,0}
\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (119.59,236.64) rectangle (136.00,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (119.90,193.37) rectangle (135.70,203.50);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (119.59, 80.39) rectangle (136.00,236.64); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (119.90, 47.28) rectangle (135.70,193.37);
\definecolor{drawColor}{RGB}{230,159,0} \definecolor{drawColor}{RGB}{230,159,0}
\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (137.83,235.14) rectangle (154.23,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (137.45,199.16) rectangle (153.25,203.50);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (137.83, 80.39) rectangle (154.23,235.14); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (137.45, 47.28) rectangle (153.25,199.16);
\definecolor{drawColor}{RGB}{230,159,0} \definecolor{drawColor}{RGB}{230,159,0}
\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (156.06,233.64) rectangle (172.46,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (155.00,194.82) rectangle (170.80,203.50);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (156.06, 80.39) rectangle (172.46,233.64); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (155.00, 47.28) rectangle (170.80,194.82);
\definecolor{drawColor}{RGB}{230,159,0} \definecolor{drawColor}{RGB}{230,159,0}
\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (174.29,235.14) rectangle (190.70,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (172.56,196.27) rectangle (188.35,203.50);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (174.29, 80.39) rectangle (190.70,235.14); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (172.56, 47.28) rectangle (188.35,196.27);
\definecolor{drawColor}{RGB}{230,159,0} \definecolor{drawColor}{RGB}{230,159,0}
\definecolor{fillColor}{RGB}{230,159,0} \definecolor{fillColor}{RGB}{230,159,0}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (192.52,238.15) rectangle (208.93,242.65); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (190.11,194.82) rectangle (205.91,203.50);
\definecolor{drawColor}{RGB}{0,114,178} \definecolor{drawColor}{RGB}{0,114,178}
\definecolor{fillColor}{RGB}{0,114,178} \definecolor{fillColor}{RGB}{0,114,178}
\path[draw=drawColor,line width= 0.6pt,fill=fillColor] (192.52, 80.39) rectangle (208.93,238.15); \path[draw=drawColor,line width= 0.6pt,fill=fillColor] (190.11, 47.28) rectangle (205.91,194.82);
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{gray}{0.30} \definecolor{drawColor}{gray}{0.30}
\node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 33.61, 77.36) {0.00}; \node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 36.93, 44.25) {0.00};
\node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 33.61,117.93) {0.25}; \node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 36.93, 83.30) {0.25};
\node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 33.61,158.49) {0.50}; \node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 36.93,122.36) {0.50};
\node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 33.61,199.06) {0.75}; \node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 36.93,161.41) {0.75};
\node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 33.61,239.62) {1.00}; \node[text=drawColor,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 36.93,200.47) {1.00};
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{gray}{0.20} \definecolor{drawColor}{gray}{0.20}
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 35.81, 80.39) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 39.13, 47.28) --
( 38.56, 80.39); ( 41.88, 47.28);
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 35.81,120.96) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 39.13, 86.33) --
( 38.56,120.96); ( 41.88, 86.33);
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 35.81,161.52) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 39.13,125.39) --
( 38.56,161.52); ( 41.88,125.39);
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 35.81,202.09) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 39.13,164.44) --
( 38.56,202.09); ( 41.88,164.44);
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( 38.56,242.65); ( 41.88,203.50);
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{gray}{0.20} \definecolor{drawColor}{gray}{0.20}
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 54.87, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 57.59, 36.72) --
( 54.87, 72.28); ( 57.59, 39.47);
\path[draw=drawColor,line width= 0.6pt,line join=round] ( 73.10, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] ( 75.14, 36.72) --
( 73.10, 72.28); ( 75.14, 39.47);
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( 91.33, 72.28); ( 92.69, 39.47);
\path[draw=drawColor,line width= 0.6pt,line join=round] (109.57, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] (110.25, 36.72) --
(109.57, 72.28); (110.25, 39.47);
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(127.80, 72.28); (127.80, 39.47);
\path[draw=drawColor,line width= 0.6pt,line join=round] (146.03, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] (145.35, 36.72) --
(146.03, 72.28); (145.35, 39.47);
\path[draw=drawColor,line width= 0.6pt,line join=round] (164.26, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] (162.90, 36.72) --
(164.26, 72.28); (162.90, 39.47);
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(182.49, 72.28); (180.46, 39.47);
\path[draw=drawColor,line width= 0.6pt,line join=round] (200.72, 69.53) -- \path[draw=drawColor,line width= 0.6pt,line join=round] (198.01, 36.72) --
(200.72, 72.28); (198.01, 39.47);
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{gray}{0.30} \definecolor{drawColor}{gray}{0.30}
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 52.73, 48.63) {0.00}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 55.44, 15.82) {0.00};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 70.96, 48.63) {0.03}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 73.00, 15.82) {0.03};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 89.19, 48.63) {0.06}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at ( 90.55, 15.82) {0.06};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (107.42, 48.63) {0.09}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (108.10, 15.82) {0.09};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (125.66, 48.63) {0.12}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (125.66, 15.82) {0.12};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (143.89, 48.63) {0.15}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (143.21, 15.82) {0.15};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (162.12, 48.63) {0.18}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (160.76, 15.82) {0.18};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (180.35, 48.63) {0.21}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (178.31, 15.82) {0.21};
\node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (198.58, 48.63) {0.24}; \node[text=drawColor,rotate=-45.00,anchor=base east,inner sep=0pt, outer sep=0pt, scale= 0.88] at (195.87, 15.82) {0.24};
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{RGB}{0,0,0} \definecolor{drawColor}{RGB}{0,0,0}
\node[text=drawColor,anchor=base,inner sep=0pt, outer sep=0pt, scale= 1.10] at (127.80, 40.45) {$\epsilon_{\alpha}$}; \node[text=drawColor,anchor=base,inner sep=0pt, outer sep=0pt, scale= 1.10] at (127.80, 7.64) {$\epsilon_{\alpha}$};
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{RGB}{0,0,0} \definecolor{drawColor}{RGB}{0,0,0}
\node[text=drawColor,rotate= 90.00,anchor=base,inner sep=0pt, outer sep=0pt, scale= 1.10] at ( 13.08,161.52) {Preferred model proportions}; \node[text=drawColor,rotate= 90.00,anchor=base,inner sep=0pt, outer sep=0pt, scale= 1.10] at ( 16.40,125.39) {Preferred model proportions};
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{fillColor}{RGB}{255,255,255} \definecolor{fillColor}{RGB}{255,255,255}
\path[fill=fillColor] (228.04,106.34) rectangle (283.58,216.71); \path[fill=fillColor] (224.72, 70.21) rectangle (280.26,180.57);
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{drawColor}{RGB}{0,0,0} \definecolor{drawColor}{RGB}{0,0,0}
\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 1.10] at (233.54,202.56) {Preferred}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 1.10] at (230.22,166.43) {Preferred};
\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 1.10] at (233.54,190.68) {Model}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 1.10] at (230.22,154.55) {Model};
\end{scope} \end{scope}
\begin{scope} \begin{scope}
\path[clip] ( 0.00, 0.00) rectangle (289.08,289.08); \path[clip] ( 0.00, 0.00) rectangle (289.08,216.81);
\definecolor{fillColor}{gray}{0.92} \definecolor{fillColor}{gray}{0.92}
\path[fill=fillColor] (233.54,169.66) rectangle (247.99,184.11); \path[fill=fillColor] (230.22,133.52) rectangle (244.67,147.98);
\end{scope} \end{scope}
\begin{scope} \begin{scope}
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\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (253.49,159.40) {iid}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (250.17,123.27) {iid};
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\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (253.49,144.95) {$\pi$}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (250.17,108.81) {$\pi$};
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\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (253.49,130.49) {$\rho$}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (250.17, 94.36) {$\rho$};
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\node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (253.49,116.04) {$\pi\rho$}; \node[text=drawColor,anchor=base west,inner sep=0pt, outer sep=0pt, scale= 0.88] at (250.17, 79.90) {$\pi\rho$};
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