From 8f63cf9f41bbdb8d55cd4679872d2b4ae2129324 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <blackhao0426@gmail.com>
Date: Tue, 24 Feb 2026 08:40:49 +0000
Subject: 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.
---
 results/figures/accuracy_table.tex | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)
 create mode 100644 results/figures/accuracy_table.tex

(limited to 'results/figures/accuracy_table.tex')

diff --git a/results/figures/accuracy_table.tex b/results/figures/accuracy_table.tex
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+++ b/results/figures/accuracy_table.tex
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+\begin{table}[htbp]
+\centering
+\caption{Community detection accuracy (AMI, ARI, NMI) on EC-SBM networks.}
+\label{tab:accuracy}
+\begin{tabular}{llrrr}
+\toprule
+Network & Method & AMI & ARI & NMI \\
+\midrule
+polblogs & Leiden-Mod & 0.1226 & 0.0237 & 0.2575 \\
+ & Leiden-CPM(0.1) & 0.4267 & 0.1622 & 0.8151 \\
+ & Leiden-CPM(0.01) & 0.3151 & 0.0363 & 0.6869 \\
+ & Infomap & 0.1561 & 0.0290 & 0.3464 \\
+ & graph-tool SBM & 0.2426 & 0.0771 & 0.5432 \\
+\midrule
+topology & Leiden-Mod & 0.0855 & 0.0031 & 0.4146 \\
+ & Leiden-CPM(0.1) & 0.2401 & 0.0590 & 0.9366 \\
+ & Leiden-CPM(0.01) & 0.2339 & 0.0677 & 0.8724 \\
+ & Infomap & 0.1772 & 0.0338 & 0.7284 \\
+ & graph-tool SBM & 0.0949 & 0.0034 & 0.4741 \\
+\midrule
+internet_as & Leiden-Mod & 0.0946 & 0.0065 & 0.4773 \\
+ & Leiden-CPM(0.1) & 0.2335 & 0.0847 & 0.9350 \\
+ & Leiden-CPM(0.01) & 0.1873 & 0.0974 & 0.8354 \\
+ & Infomap & 0.1604 & 0.0438 & 0.7523 \\
+ & graph-tool SBM & 0.0705 & 0.0024 & 0.4196 \\
+\bottomrule
+\end{tabular}
+\end{table}
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