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Apr 17, 2023
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Experiments #2

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2 changes: 2 additions & 0 deletions .gitignore
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Expand Up @@ -4,3 +4,5 @@ notebooks/.ipynb_checkpoints
.pytest_cache
images
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100 changes: 100 additions & 0 deletions experiments/experiment_1_sigma_1/experiment_1.tex
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\begin{table}
\centering
\caption{Experiment 1}
\begin{tabular}{llll}
\toprule
{} & ARI & AMI & Time \\
\midrule
Exp: (p=2, fact=0.1) & -0.02 & -0.02 & 0.05 \\
\midrule
Exp: (p=1, fact=0.1) & 0.01 & 0.01 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.1) & 0.00 & 0.00 & 0.81 \\
\midrule
Exp: (p=0.2, fact=0.1) & 0.00 & 0.00 & 0.93 \\
\midrule
Exp: (p=3, fact=0.1) & 0.00 & 0.00 & 0.46 \\
\midrule
Exp: (p=2, fact=0.2) & 0.04 & 0.03 & 0.04 \\
\midrule
Exp: (p=1, fact=0.2) & 0.09 & 0.07 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.2) & 0.00 & 0.00 & 1.52 \\
\midrule
Exp: (p=0.2, fact=0.2) & 0.00 & 0.00 & 0.70 \\
\midrule
Exp: (p=3, fact=0.2) & 0.00 & 0.00 & 0.46 \\
\midrule
Exp: (p=2, fact=0.3) & -0.01 & -0.02 & 0.04 \\
\midrule
Exp: (p=1, fact=0.3) & -0.02 & -0.02 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.3) & -0.00 & -0.04 & 1.48 \\
\midrule
Exp: (p=0.2, fact=0.3) & 0.00 & 0.00 & 0.91 \\
\midrule
Exp: (p=3, fact=0.3) & 0.00 & 0.00 & 0.47 \\
\midrule
Exp: (p=2, fact=0.4) & -0.02 & -0.02 & 0.04 \\
\midrule
Exp: (p=1, fact=0.4) & -0.00 & -0.00 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.4) & 0.00 & 0.00 & 2.14 \\
\midrule
Exp: (p=0.2, fact=0.4) & 0.00 & 0.00 & 0.94 \\
\midrule
Exp: (p=3, fact=0.4) & 0.00 & 0.00 & 0.47 \\
\midrule
Exp: (p=2, fact=0.5) & -0.02 & -0.02 & 0.04 \\
\midrule
Exp: (p=1, fact=0.5) & 0.04 & 0.03 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.5) & 0.00 & 0.00 & 1.21 \\
\midrule
Exp: (p=0.2, fact=0.5) & 0.00 & 0.00 & 3.33 \\
\midrule
Exp: (p=3, fact=0.5) & 0.00 & 0.00 & 0.46 \\
\midrule
Exp: (p=2, fact=0.6) & 0.06 & 0.06 & 0.04 \\
\midrule
Exp: (p=1, fact=0.6) & 0.01 & 0.01 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.6) & 0.00 & 0.00 & 1.69 \\
\midrule
Exp: (p=0.2, fact=0.6) & 0.00 & 0.00 & 2.57 \\
\midrule
Exp: (p=3, fact=0.6) & 0.00 & 0.00 & 0.46 \\
\midrule
Exp: (p=2, fact=0.7) & 0.06 & 0.04 & 0.04 \\
\midrule
Exp: (p=1, fact=0.7) & 0.06 & 0.04 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.7) & 0.00 & 0.00 & 1.76 \\
\midrule
Exp: (p=0.2, fact=0.7) & 0.00 & 0.00 & 1.25 \\
\midrule
Exp: (p=3, fact=0.7) & 0.00 & 0.00 & 0.47 \\
\midrule
Exp: (p=2, fact=0.8) & 0.09 & 0.10 & 0.04 \\
\midrule
Exp: (p=1, fact=0.8) & 0.09 & 0.07 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.8) & 0.00 & 0.00 & 1.82 \\
\midrule
Exp: (p=0.2, fact=0.8) & 0.00 & 0.00 & 0.71 \\
\midrule
Exp: (p=3, fact=0.8) & 0.00 & 0.00 & 0.47 \\
\midrule
Exp: (p=2, fact=0.9) & 0.26 & 0.19 & 0.04 \\
\midrule
Exp: (p=1, fact=0.9) & 0.12 & 0.10 & 0.04 \\
\midrule
Exp: (p=0.5, fact=0.9) & 0.00 & 0.00 & 2.06 \\
\midrule
Exp: (p=0.2, fact=0.9) & 0.00 & 0.00 & 2.86 \\
\midrule
Exp: (p=3, fact=0.9) & 0.00 & 0.00 & 0.47 \\
\midrule
\bottomrule
\end{tabular}
\end{table}
64 changes: 64 additions & 0 deletions experiments/experiment_2_sigma_1/experiment_1.tex
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\begin{table}
\centering
\caption{Experiment 2}
\begin{tabular}{llll}
\toprule
{} & ARI & AMI & Time \\
\midrule
Exp: (p=2, fact=0.5) & 0.03 & 0.02 & 0.41 \\
Exp: (p=1, fact=0.5) & 0.02 & 0.02 & 0.40 \\
Exp: (p=0.5, fact=0.5) & -0.00 & -0.00 & 14.55 \\
Exp: (p=0.2, fact=0.5) & 0.00 & 0.00 & 8.62 \\
Exp: (p=3, fact=0.5) & 0.00 & 0.00 & 3.05 \\
\midrule
Exp: (p=2, fact=0.8) & 0.04 & 0.04 & 0.40 \\
Exp: (p=1, fact=0.8) & 0.08 & 0.08 & 0.40 \\
Exp: (p=0.5, fact=0.8) & 0.01 & 0.01 & 13.09 \\
Exp: (p=0.2, fact=0.8) & 0.00 & 0.00 & 3.97 \\
Exp: (p=3, fact=0.8) & 0.00 & 0.00 & 3.04 \\
\midrule
Exp: (p=2, fact=1.1) & 0.13 & 0.12 & 0.40 \\
Exp: (p=1, fact=1.1) & 0.10 & 0.10 & 0.40 \\
Exp: (p=0.5, fact=1.1) & 0.03 & 0.03 & 13.36 \\
Exp: (p=0.2, fact=1.1) & 0.00 & 0.00 & 5.62 \\
Exp: (p=3, fact=1.1) & 0.00 & 0.00 & 2.97 \\
\midrule
Exp: (p=2, fact=1.4) & 0.54 & 0.47 & 0.39 \\
Exp: (p=1, fact=1.4) & 0.12 & 0.11 & 0.40 \\
Exp: (p=0.5, fact=1.4) & 0.17 & 0.15 & 12.33 \\
Exp: (p=0.2, fact=1.4) & 0.00 & 0.00 & 6.67 \\
Exp: (p=3, fact=1.4) & 0.00 & 0.00 & 2.98 \\
\midrule
Exp: (p=2, fact=1.7) & 0.70 & 0.64 & 0.40 \\
Exp: (p=1, fact=1.7) & 0.68 & 0.60 & 0.40 \\
Exp: (p=0.5, fact=1.7) & 0.40 & 0.34 & 12.03 \\
Exp: (p=0.2, fact=1.7) & 0.00 & 0.00 & 5.12 \\
Exp: (p=3, fact=1.7) & 0.00 & 0.00 & 3.15 \\
\midrule
Exp: (p=2, fact=2.0) & 0.83 & 0.77 & 0.40 \\
Exp: (p=1, fact=2.0) & 0.72 & 0.65 & 0.40 \\
Exp: (p=0.5, fact=2.0) & 0.34 & 0.35 & 10.54 \\
Exp: (p=0.2, fact=2.0) & 0.00 & 0.00 & 7.48 \\
Exp: (p=3, fact=2.0) & 0.00 & 0.00 & 2.97 \\
\midrule
Exp: (p=2, fact=2.3) & 0.82 & 0.77 & 0.40 \\
Exp: (p=1, fact=2.3) & 0.61 & 0.58 & 0.39 \\
Exp: (p=0.5, fact=2.3) & 0.73 & 0.66 & 11.57 \\
Exp: (p=0.2, fact=2.3) & 0.00 & 0.00 & 5.59 \\
Exp: (p=3, fact=2.3) & 0.00 & 0.00 & 3.00 \\
\midrule
Exp: (p=2, fact=2.6) & 0.90 & 0.85 & 0.40 \\
Exp: (p=1, fact=2.6) & 0.93 & 0.90 & 0.40 \\
Exp: (p=0.5, fact=2.6) & 0.38 & 0.39 & 10.52 \\
Exp: (p=0.2, fact=2.6) & 0.00 & 0.00 & 5.43 \\
Exp: (p=3, fact=2.6) & 0.00 & 0.00 & 2.97 \\
\midrule
Exp: (p=2, fact=2.9) & 0.97 & 0.95 & 0.40 \\
Exp: (p=1, fact=2.9) & 0.95 & 0.92 & 0.40 \\
Exp: (p=0.5, fact=2.9) & 0.86 & 0.81 & 11.17 \\
Exp: (p=0.2, fact=2.9) & 0.00 & 0.00 & 7.00 \\
Exp: (p=3, fact=2.9) & 0.00 & 0.00 & 2.96 \\
\midrule
\bottomrule
\end{tabular}
\end{table}
447 changes: 381 additions & 66 deletions notebook-transformer.ipynb
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