federated-3 addition < 16 oct

Jaap-Meerhof · Oct 16, 2023 · 7f6c0f4 · 7f6c0f4
1 parent 85f5afd
commit 7f6c0f4
Show file tree

Hide file tree

Showing 54 changed files with 826 additions and 185 deletions.
diff --git a/Plots/experiment2_accOct-04-2023,11:21.jpeg b/Plots/experiment2_accOct-04-2023,11:21.jpeg
diff --git a/Plots/experiment2_accOct-04-2023,11:35.jpeg b/Plots/experiment2_accOct-04-2023,11:35.jpeg
diff --git a/Plots/experiment2_accOct-04-2023,12:46.jpeg b/Plots/experiment2_accOct-04-2023,12:46.jpeg
diff --git a/Plots/experiment2_accOct-07-2023,06:04.jpeg b/Plots/experiment2_accOct-07-2023,06:04.jpeg
diff --git a/Plots/experiment2_accOct-08-2023,16:33.jpeg b/Plots/experiment2_accOct-08-2023,16:33.jpeg
diff --git a/Plots/experiment2_accOct-09-2023,06:47.jpeg b/Plots/experiment2_accOct-09-2023,06:47.jpeg
diff --git a/Plots/experiment2_accOct-09-2023,20:51.jpeg b/Plots/experiment2_accOct-09-2023,20:51.jpeg
diff --git a/Plots/experiment2_accOct-15-2023,20:49.jpeg b/Plots/experiment2_accOct-15-2023,20:49.jpeg
diff --git a/Plots/experiment2_accOct-16-2023,13:05.jpeg b/Plots/experiment2_accOct-16-2023,13:05.jpeg
diff --git a/Plots/experiment2_accOct-16-2023,13:35.jpeg b/Plots/experiment2_accOct-16-2023,13:35.jpeg
diff --git a/Plots/experiment2_accOct-16-2023,13:59.jpeg b/Plots/experiment2_accOct-16-2023,13:59.jpeg
diff --git a/Plots/experiment2_accOct-04-2023,11:08.jpeg → Plots/experiment2_accOct-16-2023,14:13.jpeg b/Plots/experiment2_accOct-04-2023,11:08.jpeg → Plots/experiment2_accOct-16-2023,14:13.jpeg
diff --git a/Plots/experiment2_accOct-16-2023,14:14.jpeg b/Plots/experiment2_accOct-16-2023,14:14.jpeg
diff --git a/Plots/experiment2_accOct-16-2023,14:26.jpeg b/Plots/experiment2_accOct-16-2023,14:26.jpeg
diff --git a/...periment2_precisionOct-04-2023,11:21.jpeg → Plots/experiment2_accOct-16-2023,14:47.jpeg b/...periment2_precisionOct-04-2023,11:21.jpeg → Plots/experiment2_accOct-16-2023,14:47.jpeg
diff --git a/Plots/experiment2_precisionOct-07-2023,06:05.jpeg b/Plots/experiment2_precisionOct-07-2023,06:05.jpeg
diff --git a/Plots/experiment2_precisionOct-08-2023,16:33.jpeg b/Plots/experiment2_precisionOct-08-2023,16:33.jpeg
diff --git a/Plots/experiment2_precisionOct-09-2023,06:47.jpeg b/Plots/experiment2_precisionOct-09-2023,06:47.jpeg
diff --git a/Plots/experiment2_precisionOct-09-2023,20:51.jpeg b/Plots/experiment2_precisionOct-09-2023,20:51.jpeg
diff --git a/Plots/experiment2_precisionOct-15-2023,20:49.jpeg b/Plots/experiment2_precisionOct-15-2023,20:49.jpeg
diff --git a/Plots/experiment2_precisionOct-16-2023,13:05.jpeg b/Plots/experiment2_precisionOct-16-2023,13:05.jpeg
diff --git a/Plots/experiment2_precisionOct-16-2023,13:35.jpeg b/Plots/experiment2_precisionOct-16-2023,13:35.jpeg
diff --git a/Plots/experiment2_precisionOct-16-2023,13:59.jpeg b/Plots/experiment2_precisionOct-16-2023,13:59.jpeg
diff --git a/...periment2_precisionOct-04-2023,12:46.jpeg → ...periment2_precisionOct-16-2023,14:14.jpeg b/...periment2_precisionOct-04-2023,12:46.jpeg → ...periment2_precisionOct-16-2023,14:14.jpeg
diff --git a/...periment2_precisionOct-04-2023,11:35.jpeg → ...periment2_precisionOct-16-2023,14:26.jpeg b/...periment2_precisionOct-04-2023,11:35.jpeg → ...periment2_precisionOct-16-2023,14:26.jpeg
diff --git a/...periment2_precisionOct-04-2023,11:08.jpeg → ...periment2_precisionOct-16-2023,14:47.jpeg b/...periment2_precisionOct-04-2023,11:08.jpeg → ...periment2_precisionOct-16-2023,14:47.jpeg
diff --git a/Table/config\_exp2 central attack.tex b/Table/config\_exp2 central attack.tex
@@ -0,0 +1,19 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+max_depth & 12 \\\hline
+objective & binary:logistic \\\hline
+tree_method & approx \\\hline
+learning_rate & 0.3 \\\hline
+n_estimators & 20 \\\hline
+gamma & 0 \\\hline
+reg_alpha & 0.0 \\\hline
+reg_lambda & 1 \\\hline
+model & XGBClassifier \\\hline
+
+\end{tabular}\caption{./Table/config_exp2 central attack}
+\label{tab:./Table/config_exp2 central attack}
+\end{table}
diff --git a/Table/config\_exp2 federated attack1.tex b/Table/config\_exp2 federated attack1.tex
@@ -0,0 +1,19 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+max_depth & 12 \\\hline
+objective & binary:logistic \\\hline
+tree_method & exact \\\hline
+learning_rate & 0.3 \\\hline
+n_estimators & 40 \\\hline
+gamma & 0 \\\hline
+reg_alpha & 0 \\\hline
+reg_lambda & 1 \\\hline
+model & XGBClassifier \\\hline
+
+\end{tabular}\caption{./Table/config_exp2 federated attack1}
+\label{tab:./Table/config_exp2 federated attack1}
+\end{table}
diff --git a/Table/config\_exp2 federated attack2.tex b/Table/config\_exp2 federated attack2.tex
@@ -0,0 +1,19 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+max_depth & 12 \\\hline
+objective & binary:logistic \\\hline
+tree_method & exact \\\hline
+learning_rate & 0.3 \\\hline
+n_estimators & 20 \\\hline
+gamma & 0 \\\hline
+reg_alpha & 0 \\\hline
+reg_lambda & 1 \\\hline
+model & XGBClassifier \\\hline
+
+\end{tabular}\caption{./Table/config_exp2 federated attack2}
+\label{tab:./Table/config_exp2 federated attack2}
+\end{table}
diff --git a/Table/config\_experiment1\_attack.tex b/Table/config\_experiment1\_attack.tex
@@ -0,0 +1,19 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+max_depth & 12 \\\hline
+objective & binary:logistic \\\hline
+tree_method & approx \\\hline
+learning_rate & 0.3 \\\hline
+n_estimators & 20 \\\hline
+gamma & 0.5 \\\hline
+reg_alpha & 0.0 \\\hline
+reg_lambda & 0.1 \\\hline
+model & XGBClassifier \\\hline
+
+\end{tabular}\caption{./Table/config_experiment1_attack}
+\label{tab:./Table/config_experiment1_attack}
+\end{table}
diff --git a/Table/config\_experiment1\_targetandshadow.tex b/Table/config\_experiment1\_targetandshadow.tex
@@ -0,0 +1,17 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+alpha & 0.0 \\\hline
+gamma & 0.5 \\\hline
+lam & 0.1 \\\hline
+learningrate & 0.3 \\\hline
+maxdepth & 8 \\\hline
+maxtree & 20 \\\hline
+model & FederBoost \\\hline
+
+\end{tabular}\caption{./Table/config_experiment1_targetandshadow}
+\label{tab:./Table/config_experiment1_targetandshadow}
+\end{table}
diff --git a/Table/config\_experiment2\_targetandshadow.tex b/Table/config\_experiment2\_targetandshadow.tex
@@ -0,0 +1,20 @@
+\begin{table}[h]
+\centering
+\begin{tabular}{|c|c|}
+\hline
+parameter & value\\
+\hline
+alpha & 0.0 \\\hline
+gamma & 0.5 \\\hline
+lam & 0.1 \\\hline
+learningrate & 0.3 \\\hline
+maxdepth & 8 \\\hline
+maxtree & 20 \\\hline
+data_devision & [0.1, 0.9] \\\hline
+nBuckets & 100 \\\hline
+train_size & 10000 \\\hline
+model & FederBoost \\\hline
+
+\end{tabular}\caption{./Table/config_experiment2_targetandshadow}
+\label{tab:./Table/config_experiment2_targetandshadow}
+\end{table}
diff --git a/Table/config_experiment1_targetandshadow.tex b/Table/config_experiment1_targetandshadow.tex
@@ -5,10 +5,10 @@
 parameter & value\\
 \hline
 alpha & 0.0 \\\hline
-gamma & 0 \\\hline
+gamma & 0.5 \\\hline
 lam & 0.1 \\\hline
 learningrate & 0.3 \\\hline
-maxdepth & 12 \\\hline
+maxdepth & 8 \\\hline
 maxtree & 20 \\\hline
 model & FederBoost \\\hline
 

diff --git a/Table/experiment_1_alpha.tex b/Table/experiment_1_alpha.tex
@@ -2,14 +2,14 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} alpha & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-0 & 0.62 & 0.66 & 0.37 & 0.54 & 0.71 & 0.79 & 0.66 & 0.34 & 0.84 & 0.88 & 0.12 & 0.88\\ \hline
-0.1 & 0.62 & 0.68 & 0.36 & 0.53 & 0.70 & 0.78 & 0.67 & 0.33 & 0.83 & 0.87 & 0.12 & 0.88\\ \hline
-0.25 & 0.61 & 0.65 & 0.38 & 0.50 & 0.71 & 0.78 & 0.68 & 0.32 & 0.84 & 0.85 & 0.13 & 0.87\\ \hline
-0.5 & 0.61 & 0.64 & 0.38 & 0.49 & 0.69 & 0.75 & 0.68 & 0.32 & 0.82 & 0.86 & 0.12 & 0.88\\ \hline
-0.75 & 0.60 & 0.66 & 0.37 & 0.49 & 0.69 & 0.76 & 0.69 & 0.31 & 0.80 & 0.85 & 0.12 & 0.88\\ \hline
-1 & 0.59 & 0.61 & 0.38 & 0.46 & 0.69 & 0.74 & 0.68 & 0.32 & 0.80 & 0.82 & 0.12 & 0.88\\ \hline
-10 & 0.52 & 0.54 & 0.39 & 0.14 & 0.53 & 0.54 & 0.63 & 0.24 & 0.48 & 0.55 & 0.07 & 0.12\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+0 & 0.51 & 0.45 & 0.22 & 0.19 & 0.55 & 0.52 & 0.70 & 0.21 & 0.70 & 0.71 & 0.21 & 0.77\\ \hline
+0.1 & 0.50 & 0.53 & 0.19 & 0.17 & 0.54 & 0.48 & 0.70 & 0.21 & 0.69 & 0.70 & 0.21 & 0.76\\ \hline
+0.25 & 0.51 & 0.49 & 0.23 & 0.21 & 0.54 & 0.51 & 0.71 & 0.21 & 0.68 & 0.71 & 0.21 & 0.76\\ \hline
+0.5 & 0.51 & 0.48 & 0.22 & 0.18 & 0.54 & 0.50 & 0.72 & 0.21 & 0.66 & 0.67 & 0.21 & 0.73\\ \hline
+0.75 & 0.51 & 0.53 & 0.23 & 0.15 & 0.54 & 0.51 & 0.71 & 0.20 & 0.64 & 0.67 & 0.20 & 0.73\\ \hline
+1 & 0.50 & 0.49 & 0.22 & 0.15 & 0.53 & 0.49 & 0.72 & 0.19 & 0.63 & 0.66 & 0.20 & 0.71\\ \hline
+10 & 0.50 & 0.54 & 0.22 & 0.03 & 0.51 & 0.52 & 0.72 & 0.12 & 0.50 & 0.50 & 0.18 & 0.23\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on alpha.}
 \label{tab:experiment1_alpha}

diff --git a/Table/experiment_1_gamma.tex b/Table/experiment_1_gamma.tex
@@ -2,15 +2,15 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} gamma & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-0 & 0.72 & 0.77 & 0.36 & 0.62 & 0.77 & 0.84 & 0.67 & 0.33 & 0.94 & 0.97 & 0.13 & 0.87\\ \hline
-0.1 & 0.71 & 0.76 & 0.39 & 0.59 & 0.76 & 0.83 & 0.66 & 0.34 & 0.94 & 0.96 & 0.13 & 0.87\\ \hline
-0.25 & 0.68 & 0.72 & 0.37 & 0.60 & 0.75 & 0.82 & 0.67 & 0.33 & 0.89 & 0.92 & 0.13 & 0.87\\ \hline
-0.5 & 0.62 & 0.68 & 0.38 & 0.52 & 0.70 & 0.79 & 0.66 & 0.34 & 0.84 & 0.85 & 0.13 & 0.87\\ \hline
-0.75 & 0.59 & 0.65 & 0.36 & 0.50 & 0.68 & 0.75 & 0.68 & 0.32 & 0.80 & 0.84 & 0.12 & 0.87\\ \hline
-1 & 0.56 & 0.61 & 0.37 & 0.43 & 0.67 & 0.73 & 0.66 & 0.33 & 0.76 & 0.78 & 0.12 & 0.87\\ \hline
-5 & 0.50 & 0.38 & 0.39 & 0.13 & 0.55 & 0.56 & 0.63 & 0.21 & 0.49 & 0.59 & 0.09 & 0.36\\ \hline
-10 & 0.50 & 0.49 & 0.38 & 0.05 & 0.52 & 0.55 & 0.58 & 0.15 & 0.50 & 0.76 & 0.07 & 0.13\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+0 & 0.51 & 0.43 & 0.11 & 0.14 & 0.52 & 0.43 & 0.31 & 0.14 & 0.69 & 0.67 & 0.20 & 0.77\\ \hline
+0.1 & 0.51 & 0.35 & 0.11 & 0.13 & 0.52 & 0.44 & 0.39 & 0.17 & 0.70 & 0.70 & 0.20 & 0.76\\ \hline
+0.25 & 0.52 & 0.27 & 0.13 & 0.15 & 0.53 & 0.53 & 0.65 & 0.22 & 0.71 & 0.73 & 0.20 & 0.77\\ \hline
+0.5 & 0.50 & 0.48 & 0.20 & 0.18 & 0.55 & 0.52 & 0.70 & 0.22 & 0.70 & 0.72 & 0.21 & 0.76\\ \hline
+0.75 & 0.51 & 0.48 & 0.26 & 0.23 & 0.55 & 0.56 & 0.74 & 0.19 & 0.69 & 0.72 & 0.21 & 0.76\\ \hline
+1 & 0.51 & 0.47 & 0.31 & 0.23 & 0.55 & 0.57 & 0.76 & 0.18 & 0.66 & 0.71 & 0.20 & 0.76\\ \hline
+5 & 0.50 & 0.61 & 0.37 & 0.07 & 0.51 & 0.51 & 0.77 & 0.11 & 0.52 & 0.54 & 0.18 & 0.38\\ \hline
+10 & 0.51 & 0.51 & 0.39 & 0.05 & 0.52 & 0.50 & 0.75 & 0.08 & 0.50 & 0.49 & 0.15 & 0.20\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on gamma.}
 \label{tab:experiment1_gamma}

diff --git a/Table/experiment_1_lam.tex b/Table/experiment_1_lam.tex
@@ -2,14 +2,14 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} lam & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-0 & 0.63 & 0.70 & 0.36 & 0.55 & 0.71 & 0.74 & 0.66 & 0.34 & 0.84 & 0.88 & 0.12 & 0.88\\ \hline
-0.1 & 0.62 & 0.63 & 0.36 & 0.55 & 0.72 & 0.77 & 0.66 & 0.33 & 0.85 & 0.90 & 0.13 & 0.87\\ \hline
-0.25 & 0.62 & 0.70 & 0.37 & 0.53 & 0.70 & 0.76 & 0.67 & 0.33 & 0.84 & 0.87 & 0.13 & 0.87\\ \hline
-0.5 & 0.60 & 0.66 & 0.37 & 0.52 & 0.71 & 0.78 & 0.67 & 0.33 & 0.84 & 0.89 & 0.12 & 0.88\\ \hline
-0.75 & 0.62 & 0.71 & 0.37 & 0.51 & 0.70 & 0.78 & 0.68 & 0.32 & 0.84 & 0.85 & 0.13 & 0.86\\ \hline
-1 & 0.60 & 0.71 & 0.39 & 0.48 & 0.68 & 0.73 & 0.67 & 0.32 & 0.83 & 0.85 & 0.14 & 0.86\\ \hline
-10 & 0.55 & 0.63 & 0.38 & 0.35 & 0.62 & 0.66 & 0.69 & 0.28 & 0.65 & 0.68 & 0.13 & 0.71\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+0 & 0.52 & 0.46 & 0.22 & 0.19 & 0.54 & 0.52 & 0.70 & 0.21 & 0.70 & 0.74 & 0.20 & 0.78\\ \hline
+0.1 & 0.51 & 0.48 & 0.21 & 0.19 & 0.55 & 0.55 & 0.72 & 0.22 & 0.70 & 0.71 & 0.20 & 0.77\\ \hline
+0.25 & 0.51 & 0.46 & 0.22 & 0.19 & 0.55 & 0.51 & 0.71 & 0.21 & 0.69 & 0.71 & 0.22 & 0.75\\ \hline
+0.5 & 0.51 & 0.44 & 0.24 & 0.18 & 0.54 & 0.50 & 0.73 & 0.20 & 0.68 & 0.67 & 0.22 & 0.72\\ \hline
+0.75 & 0.51 & 0.52 & 0.25 & 0.19 & 0.55 & 0.56 & 0.74 & 0.20 & 0.67 & 0.63 & 0.22 & 0.70\\ \hline
+1 & 0.51 & 0.52 & 0.23 & 0.18 & 0.54 & 0.56 & 0.73 & 0.19 & 0.67 & 0.66 & 0.23 & 0.69\\ \hline
+10 & 0.50 & 0.55 & 0.37 & 0.11 & 0.53 & 0.55 & 0.76 & 0.13 & 0.56 & 0.57 & 0.24 & 0.43\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on lam.}
 \label{tab:experiment1_lam}

diff --git a/Table/experiment_1_learning_rate.tex b/Table/experiment_1_learning_rate.tex
@@ -2,12 +2,12 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} learning_rate & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-0.1 & 0.61 & 0.67 & 0.38 & 0.47 & 0.69 & 0.75 & 0.64 & 0.35 & 0.81 & 0.85 & 0.14 & 0.85\\ \hline
-0.25 & 0.62 & 0.67 & 0.38 & 0.51 & 0.71 & 0.77 & 0.67 & 0.33 & 0.86 & 0.88 & 0.12 & 0.88\\ \hline
-0.5 & 0.58 & 0.61 & 0.37 & 0.52 & 0.69 & 0.74 & 0.65 & 0.35 & 0.79 & 0.83 & 0.12 & 0.88\\ \hline
-0.75 & 0.56 & 0.60 & 0.35 & 0.56 & 0.66 & 0.71 & 0.64 & 0.36 & 0.70 & 0.79 & 0.09 & 0.91\\ \hline
-1 & 0.56 & 0.53 & 0.32 & 0.60 & 0.64 & 0.68 & 0.59 & 0.41 & 0.62 & 0.68 & 0.09 & 0.91\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+0.1 & 0.50 & 0.43 & 0.18 & 0.11 & 0.51 & 0.48 & 0.58 & 0.18 & 0.60 & 0.60 & 0.20 & 0.63\\ \hline
+0.25 & 0.51 & 0.40 & 0.21 & 0.16 & 0.55 & 0.49 & 0.70 & 0.20 & 0.68 & 0.68 & 0.20 & 0.74\\ \hline
+0.5 & 0.52 & 0.50 & 0.20 & 0.25 & 0.57 & 0.55 & 0.75 & 0.22 & 0.68 & 0.74 & 0.19 & 0.81\\ \hline
+0.75 & 0.53 & 0.53 & 0.26 & 0.29 & 0.59 & 0.61 & 0.77 & 0.21 & 0.61 & 0.64 & 0.15 & 0.85\\ \hline
+1 & 0.53 & 0.45 & 0.24 & 0.34 & 0.61 & 0.67 & 0.79 & 0.21 & 0.50 & 1.00 & 0.02 & 0.00\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on learning_rate.}
 \label{tab:experiment1_learning_rate}

diff --git a/Table/experiment_1_max_depth.tex b/Table/experiment_1_max_depth.tex
@@ -2,11 +2,11 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} max_depth & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-5 & 0.53 & 0.56 & 0.39 & 0.34 & 0.63 & 0.66 & 0.67 & 0.30 & 0.82 & 0.84 & 0.12 & 0.88\\ \hline
-8 & 0.62 & 0.70 & 0.36 & 0.54 & 0.72 & 0.79 & 0.67 & 0.33 & 0.84 & 0.90 & 0.13 & 0.87\\ \hline
-12 & 0.69 & 0.72 & 0.35 & 0.62 & 0.74 & 0.81 & 0.67 & 0.33 & 0.85 & 0.86 & 0.12 & 0.88\\ \hline
-15 & 0.70 & 0.74 & 0.36 & 0.61 & 0.74 & 0.80 & 0.67 & 0.33 & 0.85 & 0.87 & 0.12 & 0.88\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+5 & 0.50 & 0.43 & 0.11 & 0.01 & 0.50 & 0.34 & 0.10 & -0.00 & 0.50 & 0.54 & 0.12 & 0.25\\ \hline
+8 & 0.51 & 0.41 & 0.20 & 0.19 & 0.55 & 0.52 & 0.71 & 0.21 & 0.70 & 0.72 & 0.21 & 0.77\\ \hline
+12 & 0.67 & 0.66 & 0.34 & 0.60 & 0.65 & 0.71 & 0.80 & 0.20 & 0.78 & 0.86 & 0.22 & 0.78\\ \hline
+15 & 0.73 & 0.75 & 0.36 & 0.62 & 0.66 & 0.72 & 0.81 & 0.19 & 0.78 & 0.85 & 0.22 & 0.78\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on max_depth.}
 \label{tab:experiment1_max_depth}

diff --git a/Table/experiment_1_max_tree.tex b/Table/experiment_1_max_tree.tex
@@ -2,14 +2,14 @@
 \begin{tabular}{|c| *{12}{m{1.0cm}|}}
 \hline\rowcolor{gray!50}
 \cellcolor{gray!80} max_tree & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
-& accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target & accuracy attack & recall attack & accuray target & overfitting target\\\hline
-5 & 0.56 & 0.60 & 0.35 & 0.43 & 0.64 & 0.67 & 0.61 & 0.36 & 0.66 & 0.72 & 0.10 & 0.82\\ \hline
-10 & 0.59 & 0.66 & 0.36 & 0.52 & 0.68 & 0.74 & 0.66 & 0.34 & 0.82 & 0.86 & 0.12 & 0.88\\ \hline
-20 & 0.62 & 0.71 & 0.37 & 0.54 & 0.72 & 0.78 & 0.67 & 0.33 & 0.84 & 0.84 & 0.12 & 0.88\\ \hline
-30 & 0.64 & 0.62 & 0.37 & 0.55 & 0.71 & 0.79 & 0.67 & 0.33 & 0.84 & 0.90 & 0.12 & 0.88\\ \hline
-50 & 0.63 & 0.59 & 0.37 & 0.53 & 0.71 & 0.77 & 0.66 & 0.34 & 0.84 & 0.86 & 0.13 & 0.87\\ \hline
-100 & 0.62 & 0.60 & 0.37 & 0.52 & 0.70 & 0.78 & 0.67 & 0.32 & 0.84 & 0.87 & 0.12 & 0.88\\ \hline
-150 & 0.63 & 0.61 & 0.36 & 0.55 & 0.70 & 0.75 & 0.66 & 0.34 & 0.85 & 0.86 & 0.12 & 0.88\\ \hline
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+5 & 0.50 & 0.50 & 0.17 & 0.09 & 0.50 & 0.48 & 0.52 & 0.14 & 0.53 & 0.56 & 0.17 & 0.45\\ \hline
+10 & 0.50 & 0.49 & 0.17 & 0.14 & 0.52 & 0.47 & 0.61 & 0.20 & 0.59 & 0.60 & 0.18 & 0.66\\ \hline
+20 & 0.51 & 0.49 & 0.22 & 0.19 & 0.55 & 0.49 & 0.69 & 0.21 & 0.70 & 0.71 & 0.21 & 0.77\\ \hline
+30 & 0.52 & 0.44 & 0.20 & 0.23 & 0.57 & 0.54 & 0.73 & 0.22 & 0.75 & 0.80 & 0.22 & 0.77\\ \hline
+50 & 0.53 & 0.49 & 0.23 & 0.26 & 0.60 & 0.59 & 0.78 & 0.20 & 0.76 & 0.84 & 0.22 & 0.78\\ \hline
+100 & 0.54 & 0.39 & 0.25 & 0.31 & 0.62 & 0.67 & 0.81 & 0.18 & 0.77 & 0.83 & 0.22 & 0.78\\ \hline
+150 & 0.55 & 0.38 & 0.27 & 0.35 & 0.63 & 0.66 & 0.82 & 0.18 & 0.76 & 0.82 & 0.22 & 0.78\\ \hline
 \end{tabular} 
 \caption{FederBoost-central's attack metrics on max_tree.}
 \label{tab:experiment1_max_tree}

diff --git a/Table/experiment_1_nBuckets.tex b/Table/experiment_1_nBuckets.tex
@@ -0,0 +1,14 @@
+\begin{table*}[]\centering
+\begin{tabular}{|c| *{12}{m{1.0cm}|}}
+\hline\rowcolor{gray!50}
+\cellcolor{gray!80} nBuckets & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+10 & 0.50 & 0.51 & 0.21 & 0.17 & 0.53 & 0.53 & 0.72 & 0.17 & 0.62 & 0.62 & 0.20 & 0.72\\ \hline
+20 & 0.50 & 0.48 & 0.21 & 0.18 & 0.53 & 0.55 & 0.73 & 0.19 & 0.66 & 0.67 & 0.21 & 0.75\\ \hline
+50 & 0.51 & 0.44 & 0.22 & 0.19 & 0.54 & 0.53 & 0.73 & 0.20 & 0.69 & 0.71 & 0.21 & 0.76\\ \hline
+100 & 0.51 & 0.42 & 0.23 & 0.19 & 0.55 & 0.52 & 0.70 & 0.21 & 0.70 & 0.74 & 0.21 & 0.77\\ \hline
+1000 & 0.51 & 0.44 & 0.21 & 0.19 & 0.55 & 0.54 & 0.69 & 0.23 & 0.71 & 0.73 & 0.20 & 0.78\\ \hline
+\end{tabular} 
+\caption{FederBoost-central's attack metrics on nBuckets.}
+\label{tab:experiment1_nBuckets}
+\end{table*}
diff --git a/Table/experiment_1_train_size.tex b/Table/experiment_1_train_size.tex
@@ -0,0 +1,13 @@
+\begin{table*}[]\centering
+\begin{tabular}{|c| *{12}{m{1.0cm}|}}
+\hline\rowcolor{gray!50}
+\cellcolor{gray!80} train_size & \multicolumn{4}{c|}{healthcare} & \multicolumn{4}{c|}{synthetic-10} & \multicolumn{4}{c|}{synthetic-100}\\\hline 
+& accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target & accuracy attack & recall attack & accuracy target & overfitting target\\\hline
+1000 & 0.67 & 0.71 & 0.31 & 0.64 & 0.72 & 0.76 & 0.58 & 0.42 & 0.85 & 0.90 & 0.07 & 0.93\\ \hline
+2000 & 0.59 & 0.66 & 0.31 & 0.60 & 0.69 & 0.70 & 0.61 & 0.39 & 0.84 & 0.89 & 0.12 & 0.88\\ \hline
+5000 & 0.54 & 0.54 & 0.28 & 0.34 & 0.60 & 0.57 & 0.69 & 0.28 & 0.77 & 0.80 & 0.19 & 0.80\\ \hline
+10000 & 0.51 & 0.43 & 0.23 & 0.19 & 0.54 & 0.52 & 0.72 & 0.20 & 0.70 & 0.72 & 0.20 & 0.77\\ \hline
+\end{tabular} 
+\caption{FederBoost-central's attack metrics on train_size.}
+\label{tab:experiment1_train_size}
+\end{table*}