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| author | YurenHao0426 <blackhao0426@gmail.com> | 2026-02-24 08:40:49 +0000 |
|---|---|---|
| committer | YurenHao0426 <blackhao0426@gmail.com> | 2026-02-24 08:40:49 +0000 |
| commit | 8f63cf9f41bbdb8d55cd4679872d2b4ae2129324 (patch) | |
| tree | ab5c95888849e854f2346db856c7edece7c8b8a7 /results/figures/cluster_stats_table.tex | |
EC-SBM community detection analysis: full pipeline and writeup
Implement community detection on 3 EC-SBM networks (polblogs, topology,
internet_as) using 5 methods (Leiden-Mod, Leiden-CPM at 0.1 and 0.01,
Infomap, graph-tool SBM). Compute AMI/ARI/NMI accuracy, cluster statistics,
and generate figures and LaTeX report.
Diffstat (limited to 'results/figures/cluster_stats_table.tex')
| -rw-r--r-- | results/figures/cluster_stats_table.tex | 32 |
1 files changed, 32 insertions, 0 deletions
diff --git a/results/figures/cluster_stats_table.tex b/results/figures/cluster_stats_table.tex new file mode 100644 index 0000000..3955e78 --- /dev/null +++ b/results/figures/cluster_stats_table.tex @@ -0,0 +1,32 @@ +\begin{table}[htbp] +\centering +\caption{Cluster statistics summary for each network and method.} +\label{tab:cluster_stats} +\footnotesize +\begin{tabular}{llrrrrrr} +\toprule +Network & Method & \#Clusters & Node Cov. & Mean Size & Mean Density & Mean Cond. & Mean Mix. \\ +\midrule +polblogs & ground_truth & 70 & 0.483 & 8.4 & 0.767 & 0.783 & 0.905 \\ + & Leiden-Mod & 9 & 1.000 & 136.0 & 0.648 & 0.388 & 0.098 \\ + & Leiden-CPM(0.1) & 145 & 0.811 & 6.8 & 0.586 & 0.801 & 0.653 \\ + & Leiden-CPM(0.01) & 45 & 0.700 & 19.0 & 0.795 & 0.644 & 0.388 \\ + & Infomap & 23 & 1.000 & 53.2 & 0.571 & 0.522 & 0.131 \\ + & graph-tool SBM & 26 & 1.000 & 47.1 & 0.270 & 0.929 & 0.891 \\ +\midrule +topology & ground_truth & 1517 & 0.219 & 5.0 & 0.825 & 0.620 & 0.881 \\ + & Leiden-Mod & 50 & 1.000 & 695.2 & 0.231 & 0.256 & 0.101 \\ + & Leiden-CPM(0.1) & 4047 & 0.576 & 4.9 & 0.572 & 0.594 & 0.676 \\ + & Leiden-CPM(0.01) & 1802 & 0.733 & 14.1 & 0.451 & 0.495 & 0.518 \\ + & Infomap & 1274 & 1.000 & 27.3 & 0.352 & 0.458 & 0.261 \\ + & graph-tool SBM & 93 & 1.000 & 373.8 & 0.225 & 0.760 & 0.679 \\ +\midrule +internet_as & ground_truth & 1085 & 0.211 & 4.5 & 0.841 & 0.594 & 0.881 \\ + & Leiden-Mod & 35 & 1.000 & 656.1 & 0.040 & 0.224 & 0.131 \\ + & Leiden-CPM(0.1) & 2895 & 0.613 & 4.9 & 0.583 & 0.549 & 0.632 \\ + & Leiden-CPM(0.01) & 1157 & 0.879 & 17.5 & 0.328 & 0.447 & 0.392 \\ + & Infomap & 1052 & 1.000 & 21.8 & 0.320 & 0.427 & 0.262 \\ + & graph-tool SBM & 43 & 1.000 & 534.0 & 0.160 & 0.687 & 0.693 \\ +\bottomrule +\end{tabular} +\end{table}
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