rapport : modification de l'inférence, encore en cours pour faire des subtables
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7 changed files with 79 additions and 73 deletions
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@ -43,7 +43,7 @@ $\mathcal{B}$ern-$BiSBM_{120,120}(Q_1 = 4, Q_2 = 4,
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\bm{\alpha}, \bm{\pi}^m, \bm{\rho}^m)$
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with the previous parameters. Each network has 2 blocks in common and their
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connectivity structures encompass a mix of core-periphery, assortative
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community and disassortative community structures, depending on which 3 of the 4
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community and dis-assortative community structures, depending on which 3 of the 4
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blocks are selected for each network. $\eps[\alpha]$ represents the strength of
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these structures, the larger, the easier it is to tell apart one block from
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another.
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@ -89,7 +89,7 @@ use the following indicators:
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All these quality indicators are averaged over the 108 datasets. The results are
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provided in the tables \ref{tab:per_model_sep} to \ref{tab:per_model_pirho}. Each line corresponds to the
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108 datasets for a given value of value of $\eps[\alpha]$.
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108 datasets for a given value of $\eps[\alpha]$.
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\begin{figure}[ht]
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\centering
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@ -106,7 +106,7 @@ provided in the tables \ref{tab:per_model_sep} to \ref{tab:per_model_pirho}. Eac
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\paragraph{Results}
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For the model comparison, when $\eps[\alpha]$ is small
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($\eps[\alpha]\in[0, .04]$), the simulation model is close to the
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Erd\H{o}s-Reńyi network and it is very hard to find any structure beyond the one
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Erd\H{o}s-Reńyi network, and it is very hard to find any structure beyond the one
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of a single block on each dimension.
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On the figure \ref{fig:inference-proportion-preferred} and table
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@ -1,21 +1,22 @@
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\begin{table}[!h]
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\centering
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\caption{\label{tab:per_model_iid}Quality metrics for $iid$$\text{-}colBiSBM$}
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\centering
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\begin{tabular}[t]{rllllll}
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
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\begin{tabular}[t]{rllllllllll}
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\toprule
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$\\
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}<Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}>Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}<Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}>Q_2}$\\
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\midrule
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0.00 & 0 & 0 & 0 & 0 & 0 & 0\\
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0.03 & 0.01 & 0.02 & 0.01 & 0.02 & 0 & 0\\
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0.06 & 0.7 $\pm$ 0.01 & 0.69 $\pm$ 0.01 & 0.55 $\pm$ 0.02 & 0.54 $\pm$ 0.02 & 0.61 $\pm$ 0.05 & 0.63 $\pm$ 0.05\\
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0.09 & 0.96 & 0.95 & 0.86 $\pm$ 0.02 & 0.85 $\pm$ 0.02 & 0.95 $\pm$ 0.02 & 0.96 $\pm$ 0.02\\
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0.12 & 0.99 & 0.99 & 0.9 $\pm$ 0.02 & 0.89 $\pm$ 0.02 & 0.95 $\pm$ 0.02 & 0.86 $\pm$ 0.03\\
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0.00 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.01 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.06 & 0.71 $\pm$ 0.01 & 0.7 $\pm$ 0.01 & 0.56 $\pm$ 0.02 & 0.54 $\pm$ 0.02 & 0.29 $\pm$ 0.04 & 0.71 $\pm$ 0.04 & 0 & 0.42 $\pm$ 0.05 & 0.57 $\pm$ 0.05 & 0.01 $\pm$ 0.01\\
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0.09 & 0.96 & 0.96 & 0.9 $\pm$ 0.02 & 0.89 $\pm$ 0.02 & 0 & 0.99 $\pm$ 0.01 & 0.01 $\pm$ 0.01 & 0 & 0.96 $\pm$ 0.02 & 0.04 $\pm$ 0.02\\
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0.12 & 0.99 & 0.99 & 0.92 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0 & 0.94 $\pm$ 0.02 & 0.06 $\pm$ 0.02 & 0 & 0.91 $\pm$ 0.03 & 0.09 $\pm$ 0.03\\
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\addlinespace
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0.15 & 1 & 0.99 & 0.91 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0.88 $\pm$ 0.03\\
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0.18 & 1 & 1 & 0.95 $\pm$ 0.01 & 0.94 $\pm$ 0.02 & 0.93 $\pm$ 0.03 & 0.97 $\pm$ 0.02\\
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0.21 & 1 & 1 & 0.94 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0.94 $\pm$ 0.02\\
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0.24 & 1 & 1 & 0.93 $\pm$ 0.02 & 0.92 $\pm$ 0.02 & 0.91 $\pm$ 0.03 & 0.92 $\pm$ 0.03\\
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0.15 & 1 & 0.99 & 0.92 $\pm$ 0.02 & 0.92 $\pm$ 0.02 & 0 & 0.97 $\pm$ 0.02 & 0.03 $\pm$ 0.02 & 0 & 0.87 $\pm$ 0.03 & 0.13 $\pm$ 0.03\\
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0.18 & 1 & 1 & 0.94 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0 & 0.94 $\pm$ 0.02 & 0.06 $\pm$ 0.02 & 0 & 0.93 $\pm$ 0.03 & 0.07 $\pm$ 0.03\\
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0.21 & 1 & 1 & 0.93 $\pm$ 0.02 & 0.93 $\pm$ 0.02 & 0 & 0.94 $\pm$ 0.02 & 0.06 $\pm$ 0.02 & 0 & 0.92 $\pm$ 0.03 & 0.08 $\pm$ 0.03\\
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0.24 & 1 & 1 & 0.93 $\pm$ 0.02 & 0.93 $\pm$ 0.02 & 0 & 0.93 $\pm$ 0.03 & 0.07 $\pm$ 0.03 & 0 & 0.93 $\pm$ 0.03 & 0.07 $\pm$ 0.03\\
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\bottomrule
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\end{tabular}
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\end{tabular}}
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\end{table}
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@ -1,21 +1,22 @@
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\begin{table}[!h]
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\centering
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\caption{\label{tab:per_model_pi}Quality metrics for $\pi$$\text{-}colBiSBM$}
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\centering
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\begin{tabular}[t]{rllllll}
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
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\begin{tabular}[t]{rllllllllll}
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\toprule
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$\\
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}<Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}>Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}<Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}>Q_2}$\\
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\midrule
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0.00 & 0 & 0 & 0 & 0 & 0 & 0\\
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0.03 & 0.01 & 0.02 & 0.01 & 0.01 & 0 & 0\\
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0.06 & 0.74 $\pm$ 0.01 & 0.71 $\pm$ 0.01 & 0.62 $\pm$ 0.02 & 0.58 $\pm$ 0.02 & 0.59 $\pm$ 0.05 & 0.64 $\pm$ 0.05\\
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0.09 & 0.97 & 0.95 & 0.87 $\pm$ 0.02 & 0.84 $\pm$ 0.02 & 0.71 $\pm$ 0.04 & 1\\
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0.12 & 1 & 0.98 & 0.91 $\pm$ 0.02 & 0.89 $\pm$ 0.02 & 0.73 $\pm$ 0.04 & 1\\
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0.00 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.01 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.06 & 0.74 $\pm$ 0.01 & 0.71 $\pm$ 0.01 & 0.64 $\pm$ 0.02 & 0.59 $\pm$ 0.02 & 0.1 $\pm$ 0.03 & 0.65 $\pm$ 0.05 & 0.25 $\pm$ 0.04 & 0.38 $\pm$ 0.05 & 0.62 $\pm$ 0.05 & 0\\
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0.09 & 0.97 & 0.95 & 0.87 $\pm$ 0.02 & 0.84 $\pm$ 0.02 & 0 & 0.69 $\pm$ 0.04 & 0.31 $\pm$ 0.04 & 0 & 1 & 0\\
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0.12 & 1 & 0.98 & 0.92 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0 & 0.8 $\pm$ 0.04 & 0.2 $\pm$ 0.04 & 0 & 1 & 0\\
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\addlinespace
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0.15 & 1 & 0.99 & 0.93 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0.84 $\pm$ 0.04 & 1\\
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0.18 & 1 & 0.99 & 0.94 $\pm$ 0.01 & 0.92 $\pm$ 0.02 & 0.85 $\pm$ 0.03 & 1\\
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0.21 & 1 & 0.99 & 0.91 $\pm$ 0.02 & 0.87 $\pm$ 0.03 & 0.81 $\pm$ 0.04 & 1\\
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0.24 & 1 & 0.99 & 0.93 $\pm$ 0.02 & 0.9 $\pm$ 0.02 & 0.83 $\pm$ 0.04 & 0.99 $\pm$ 0.01\\
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0.15 & 1 & 0.99 & 0.93 $\pm$ 0.02 & 0.89 $\pm$ 0.02 & 0 & 0.81 $\pm$ 0.04 & 0.19 $\pm$ 0.04 & 0 & 1 & 0\\
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0.18 & 1 & 0.99 & 0.95 $\pm$ 0.01 & 0.93 $\pm$ 0.02 & 0 & 0.88 $\pm$ 0.03 & 0.12 $\pm$ 0.03 & 0 & 1 & 0\\
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0.21 & 1 & 0.99 & 0.93 $\pm$ 0.02 & 0.9 $\pm$ 0.02 & 0 & 0.83 $\pm$ 0.04 & 0.17 $\pm$ 0.04 & 0 & 1 & 0\\
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0.24 & 1 & 0.99 & 0.95 $\pm$ 0.01 & 0.93 $\pm$ 0.02 & 0 & 0.88 $\pm$ 0.03 & 0.12 $\pm$ 0.03 & 0 & 1 & 0\\
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\bottomrule
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\end{tabular}
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\end{tabular}}
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\end{table}
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@ -1,21 +1,22 @@
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\begin{table}[!h]
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\centering
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\caption{\label{tab:per_model_pirho}Quality metrics for $\pi\rho$$\text{-}colBiSBM$}
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\centering
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\begin{tabular}[t]{rllllll}
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
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\begin{tabular}[t]{rllllllllll}
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\toprule
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$\\
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}<Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}>Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}<Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}>Q_2}$\\
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\midrule
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0.00 & 0 & 0 & 0 & 0 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.02 & 0 & 0\\
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0.06 & 0.76 $\pm$ 0.01 & 0.75 $\pm$ 0.01 & 0.65 $\pm$ 0.02 & 0.64 $\pm$ 0.02 & 0.86 $\pm$ 0.03 & 0.83 $\pm$ 0.04\\
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0.09 & 0.97 & 0.97 & 0.91 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0.9 $\pm$ 0.03 & 0.92 $\pm$ 0.03\\
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0.12 & 1 & 1 & 0.92 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0.91 $\pm$ 0.03 & 0.86 $\pm$ 0.03\\
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0.00 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.01 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.06 & 0.76 $\pm$ 0.01 & 0.75 $\pm$ 0.01 & 0.66 $\pm$ 0.02 & 0.66 $\pm$ 0.02 & 0.1 $\pm$ 0.03 & 0.88 $\pm$ 0.03 & 0.02 $\pm$ 0.01 & 0.08 $\pm$ 0.03 & 0.86 $\pm$ 0.03 & 0.06 $\pm$ 0.02\\
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0.09 & 0.97 & 0.97 & 0.9 $\pm$ 0.02 & 0.89 $\pm$ 0.02 & 0 & 0.9 $\pm$ 0.03 & 0.1 $\pm$ 0.03 & 0 & 0.87 $\pm$ 0.03 & 0.13 $\pm$ 0.03\\
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0.12 & 1 & 0.99 & 0.93 $\pm$ 0.02 & 0.93 $\pm$ 0.02 & 0 & 0.9 $\pm$ 0.03 & 0.1 $\pm$ 0.03 & 0 & 0.9 $\pm$ 0.03 & 0.1 $\pm$ 0.03\\
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\addlinespace
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0.15 & 1 & 1 & 0.95 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0.93 $\pm$ 0.03 & 0.91 $\pm$ 0.03\\
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0.18 & 1 & 1 & 0.91 $\pm$ 0.02 & 0.91 $\pm$ 0.02 & 0.87 $\pm$ 0.03 & 0.86 $\pm$ 0.03\\
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0.21 & 1 & 1 & 0.94 $\pm$ 0.02 & 0.94 $\pm$ 0.02 & 0.91 $\pm$ 0.03 & 0.93 $\pm$ 0.03\\
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0.24 & 1 & 1 & 0.93 $\pm$ 0.02 & 0.93 $\pm$ 0.02 & 0.9 $\pm$ 0.03 & 0.91 $\pm$ 0.03\\
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0.15 & 1 & 1 & 0.95 $\pm$ 0.01 & 0.94 $\pm$ 0.02 & 0 & 0.95 $\pm$ 0.02 & 0.05 $\pm$ 0.02 & 0 & 0.89 $\pm$ 0.03 & 0.11 $\pm$ 0.03\\
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0.18 & 1 & 1 & 0.95 $\pm$ 0.01 & 0.95 $\pm$ 0.02 & 0 & 0.93 $\pm$ 0.03 & 0.07 $\pm$ 0.03 & 0 & 0.91 $\pm$ 0.03 & 0.09 $\pm$ 0.03\\
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0.21 & 1 & 1 & 0.95 $\pm$ 0.01 & 0.94 $\pm$ 0.02 & 0 & 0.94 $\pm$ 0.02 & 0.06 $\pm$ 0.02 & 0 & 0.89 $\pm$ 0.03 & 0.11 $\pm$ 0.03\\
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0.24 & 1 & 1 & 0.94 $\pm$ 0.02 & 0.93 $\pm$ 0.02 & 0 & 0.94 $\pm$ 0.02 & 0.06 $\pm$ 0.02 & 0 & 0.88 $\pm$ 0.03 & 0.12 $\pm$ 0.03\\
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\bottomrule
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\end{tabular}
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\end{tabular}}
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\end{table}
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@ -1,21 +1,22 @@
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\begin{table}[!h]
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\centering
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\caption{\label{tab:proportion-preferred-table}Proportions of models selected per \eps[\alpha] (data for Figure \ref{fig:inference-proportion-preferred})}
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\centering
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
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\begin{tabular}[t]{rccccc}
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\toprule
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\eps[\alpha] & $sep\text{-}BiSBM$ & $iid\text{-}colBiSBM$ & $\pi\text{-}colBiSBM$ & $\rho\text{-}colBiSBM$ & $\pi\rho\text{-}colBiSBM$\\
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\midrule
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0.00 & 1.00 & 0.00 & 0.00 & 0.00 & 0.00\\
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0.03 & 0.52 & 0.25 & 0.06 & 0.09 & 0.07\\
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0.06 & 0.01 & 0.04 & 0.13 & 0.06 & 0.77\\
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0.09 & 0.00 & 0.04 & 0.02 & 0.00 & 0.94\\
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0.12 & 0.00 & 0.04 & 0.00 & 0.00 & 0.96\\
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0.03 & 0.56 & 0.16 & 0.09 & 0.07 & 0.12\\
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0.06 & 0.00 & 0.02 & 0.12 & 0.06 & 0.81\\
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0.09 & 0.00 & 0.04 & 0.01 & 0.01 & 0.94\\
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0.12 & 0.00 & 0.06 & 0.00 & 0.00 & 0.94\\
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\addlinespace
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0.15 & 0.00 & 0.05 & 0.00 & 0.00 & 0.95\\
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0.15 & 0.00 & 0.03 & 0.00 & 0.00 & 0.97\\
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0.18 & 0.00 & 0.06 & 0.00 & 0.00 & 0.94\\
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0.21 & 0.00 & 0.05 & 0.00 & 0.00 & 0.95\\
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0.24 & 0.00 & 0.03 & 0.00 & 0.00 & 0.97\\
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0.24 & 0.00 & 0.06 & 0.00 & 0.00 & 0.94\\
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\bottomrule
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\end{tabular}
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\end{tabular}}
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\end{table}
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\begin{table}[!h]
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\centering
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\caption{\label{tab:per_model_rho}Quality metrics for $\rho$$\text{-}colBiSBM$}
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\centering
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\begin{tabular}[t]{rllllll}
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
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\begin{tabular}[t]{rllllllllll}
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\toprule
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$\\
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$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$ & $\mathbbb{1}_{\widehat{Q_1}<Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}=Q_1}$ & $\mathbbb{1}_{\widehat{Q_1}>Q_1}$ & $\mathbbb{1}_{\widehat{Q_2}<Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}=Q_2}$ & $\mathbbb{1}_{\widehat{Q_2}>Q_2}$\\
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\midrule
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0.00 & 0 & 0 & 0 & 0 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.02 & 0 & 0\\
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0.06 & 0.72 $\pm$ 0.01 & 0.74 $\pm$ 0.01 & 0.57 $\pm$ 0.02 & 0.6 $\pm$ 0.02 & 0.61 $\pm$ 0.05 & 0.56 $\pm$ 0.05\\
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0.09 & 0.94 & 0.97 & 0.83 $\pm$ 0.02 & 0.85 $\pm$ 0.02 & 1 & 0.6 $\pm$ 0.05\\
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0.12 & 0.98 & 1 & 0.87 $\pm$ 0.02 & 0.9 $\pm$ 0.02 & 1 & 0.75 $\pm$ 0.04\\
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0.00 & 0 & 0 & 0 & 0 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.03 & 0.01 & 0.01 & 0.01 & 0.01 & 1 & 0 & 0 & 1 & 0 & 0\\
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0.06 & 0.73 $\pm$ 0.01 & 0.76 $\pm$ 0.01 & 0.55 $\pm$ 0.02 & 0.58 $\pm$ 0.02 & 0.26 $\pm$ 0.04 & 0.74 $\pm$ 0.04 & 0 & 0.04 $\pm$ 0.02 & 0.58 $\pm$ 0.05 & 0.38 $\pm$ 0.05\\
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0.09 & 0.94 & 0.97 & 0.82 $\pm$ 0.02 & 0.85 $\pm$ 0.02 & 0 & 1 & 0 & 0 & 0.65 $\pm$ 0.05 & 0.35 $\pm$ 0.05\\
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0.12 & 0.97 & 0.99 & 0.84 $\pm$ 0.03 & 0.87 $\pm$ 0.02 & 0 & 1 & 0 & 0 & 0.68 $\pm$ 0.05 & 0.32 $\pm$ 0.05\\
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\addlinespace
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0.15 & 0.98 & 1 & 0.83 $\pm$ 0.03 & 0.88 $\pm$ 0.02 & 1 & 0.72 $\pm$ 0.04\\
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0.18 & 0.98 & 1 & 0.82 $\pm$ 0.03 & 0.87 $\pm$ 0.02 & 0.99 $\pm$ 0.01 & 0.71 $\pm$ 0.04\\
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0.21 & 0.98 & 1 & 0.87 $\pm$ 0.02 & 0.9 $\pm$ 0.02 & 1 & 0.77 $\pm$ 0.04\\
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0.24 & 0.98 & 1 & 0.84 $\pm$ 0.03 & 0.88 $\pm$ 0.02 & 1 & 0.72 $\pm$ 0.04\\
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0.15 & 0.98 & 1 & 0.88 $\pm$ 0.02 & 0.9 $\pm$ 0.02 & 0 & 1 & 0 & 0 & 0.78 $\pm$ 0.04 & 0.22 $\pm$ 0.04\\
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0.18 & 0.98 & 1 & 0.86 $\pm$ 0.03 & 0.89 $\pm$ 0.02 & 0 & 1 & 0 & 0 & 0.74 $\pm$ 0.04 & 0.26 $\pm$ 0.04\\
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0.21 & 0.97 & 1 & 0.81 $\pm$ 0.03 & 0.86 $\pm$ 0.02 & 0 & 1 & 0 & 0 & 0.69 $\pm$ 0.04 & 0.31 $\pm$ 0.04\\
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0.24 & 0.98 & 1 & 0.84 $\pm$ 0.03 & 0.88 $\pm$ 0.02 & 0 & 0.99 $\pm$ 0.01 & 0.01 $\pm$ 0.01 & 0 & 0.73 $\pm$ 0.04 & 0.27 $\pm$ 0.04\\
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\bottomrule
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\end{tabular}
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\end{tabular}}
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\end{table}
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\begin{table}[!h]
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\centering
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\caption{\label{tab:per_model_sep}Quality metrics for $sep\text{-}BiSBM$}
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\centering
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\resizebox{\ifdim\width>\linewidth\linewidth\else\width\fi}{!}{
|
||||
\begin{tabular}[t]{rllll}
|
||||
\toprule
|
||||
$\eps[\alpha]$ & $\overline{\text{ARI}}_{1}$ & $\overline{\text{ARI}}_{2}$ & $\text{ARI}_{1}$ & $\text{ARI}_{2}$\\
|
||||
\midrule
|
||||
0.00 & 0 & 0 & 0 & 0\\
|
||||
0.03 & 0.01 & 0.02 & 0.02 & 0.02\\
|
||||
0.06 & 0.69 $\pm$ 0.02 & 0.68 $\pm$ 0.02 & 0.38 $\pm$ 0.02 & 0.36 $\pm$ 0.02\\
|
||||
0.09 & 0.97 & 0.96 & 0.55 $\pm$ 0.02 & 0.52 $\pm$ 0.02\\
|
||||
0.12 & 1 & 1 & 0.51 $\pm$ 0.02 & 0.52 $\pm$ 0.02\\
|
||||
0.06 & 0.69 $\pm$ 0.01 & 0.68 $\pm$ 0.01 & 0.38 $\pm$ 0.02 & 0.38 $\pm$ 0.02\\
|
||||
0.09 & 0.97 & 0.97 & 0.53 $\pm$ 0.02 & 0.52 $\pm$ 0.02\\
|
||||
0.12 & 1 & 0.99 & 0.53 $\pm$ 0.02 & 0.52 $\pm$ 0.02\\
|
||||
\addlinespace
|
||||
0.15 & 1 & 1 & 0.54 $\pm$ 0.02 & 0.54 $\pm$ 0.02\\
|
||||
0.18 & 1 & 1 & 0.56 $\pm$ 0.02 & 0.54 $\pm$ 0.02\\
|
||||
0.21 & 1 & 1 & 0.56 $\pm$ 0.02 & 0.57 $\pm$ 0.02\\
|
||||
0.24 & 1 & 1 & 0.57 $\pm$ 0.02 & 0.57 $\pm$ 0.02\\
|
||||
0.15 & 1 & 1 & 0.57 $\pm$ 0.02 & 0.53 $\pm$ 0.02\\
|
||||
0.18 & 1 & 1 & 0.55 $\pm$ 0.02 & 0.55 $\pm$ 0.02\\
|
||||
0.21 & 1 & 1 & 0.58 $\pm$ 0.02 & 0.52 $\pm$ 0.02\\
|
||||
0.24 & 1 & 1 & 0.57 $\pm$ 0.02 & 0.54 $\pm$ 0.02\\
|
||||
\bottomrule
|
||||
\end{tabular}
|
||||
\end{tabular}}
|
||||
\end{table}
|
||||
Loading…
Add table
Reference in a new issue