12 files changed, 434 insertions, 0 deletions
diff --git a/tikz/asset/data.tex b/tikz/asset/data.tex
new file mode 100644
index 0000000..663b59c
--- /dev/null
+++ b/tikz/asset/data.tex
@@ -0,0 +1,20 @@
+\makeatletter
+\tikzset{
+    database/.style={
+        path picture={
+            \draw (0, 1.5*\database@segmentheight) circle [x radius=\database@radius,y radius=\database@aspectratio*\database@radius];
+            \draw (-\database@radius, 0.5*\database@segmentheight) arc [start angle=180,end angle=360,x radius=\database@radius, y radius=\database@aspectratio*\database@radius];
+            \draw (-\database@radius,-0.5*\database@segmentheight) arc [start angle=180,end angle=360,x radius=\database@radius, y radius=\database@aspectratio*\database@radius];
+            \draw (-\database@radius,1.5*\database@segmentheight) -- ++(0,-3*\database@segmentheight) arc [start angle=180,end angle=360,x radius=\database@radius, y radius=\database@aspectratio*\database@radius] -- ++(0,3*\database@segmentheight);
+        },
+        minimum width=2*\database@radius + \pgflinewidth,
+        minimum height=3*\database@segmentheight + 2*\database@aspectratio*\database@radius + \pgflinewidth,
+    },
+    database segment height/.store in=\database@segmentheight,
+    database radius/.store in=\database@radius,
+    database aspect ratio/.store in=\database@aspectratio,
+    database segment height=0.1cm,
+    database radius=0.25cm,
+    database aspect ratio=0.35,
+}
+\makeatother
diff --git a/tikz/attack/4att.tex b/tikz/attack/4att.tex
new file mode 100644
index 0000000..009b58a
--- /dev/null
+++ b/tikz/attack/4att.tex
@@ -0,0 +1,20 @@
+\begin{tikzpicture}
+
+    \def \h{4}
+    \def \s{1}
+
+    \draw (0,0) rectangle (\h,\h);
+    \node (a) at (1,1) {$id$};
+
+    \draw (\h+\s,0) rectangle (2*\h+\s,\h);
+    \node (a) at (1,1) {$1-id$};
+
+    \draw (0,\h+\s) rectangle (\h,2*\h+\s);
+    \node (a) at (1,1) {$0$};
+
+    \draw (\h+\s,\h+\s) rectangle (2*\h+\s,2*\h+\s);
+    \node (a) at (1,1) {$1$};
+
+
+\end{tikzpicture}
+
diff --git a/tikz/attack/attack.tex b/tikz/attack/attack.tex
new file mode 100644
index 0000000..9177ecd
--- /dev/null
+++ b/tikz/attack/attack.tex
@@ -0,0 +1,37 @@
+\begin{tikzpicture}
+
+    \def \h{-2}
+
+    %Donnée utilisateur
+    \node[color=gray] (ludata) at (0,1) {User's data};
+    \node (udata) at (0,-0.36) {};
+    \draw[color=gray] (-4,0.5) rectangle (4,-0.5);
+    \node[rectangle,draw] (x) at (-2,0) {Input data};
+    \node[rectangle,draw=red] (s) at (2,0) {Sensitive attribute};
+
+    %Modèle cible
+    \draw[color=gray] (-4.5,\h+0.5) rectangle (1.5,\h-2);
+    \node[color=gray] (lmcible) at (-1.5,\h-2.5) {Target model};
+
+    %Pipeline
+    \node[rectangle,draw] (model) at (0,\h) {Model};
+    \node[rectangle,draw=blue] (inf) at (0,\h-1) {Classification};
+    \node[rectangle,draw] (train) at (-3,\h) {Training};
+
+    \draw[->] (udata) to (model);
+    \draw[->] (model) to (inf);
+    \draw[->] (train) to (model);
+
+    %Attaque
+    \node[rectangle,draw=blue] (att) at (5,\h) {Attack};
+
+    %\draw[->,color=blue] (x) to (att);
+    %\draw[->,color=blue] (model) to (att);
+    \draw[->,color=blue] (inf) to (att);
+    \draw[->,color=red] (att) to (s);
+
+
+    %\draw[color=red] (-2,0.5) rectangle (2,-0.5);
+    %\node[color=red] (cible) at (0,1) {Cible de l'attaque};
+\end{tikzpicture}
+
diff --git a/tikz/attack/bin.tex b/tikz/attack/bin.tex
new file mode 100644
index 0000000..714ff6b
--- /dev/null
+++ b/tikz/attack/bin.tex
@@ -0,0 +1,18 @@
+\begin{tikzpicture}
+
+    \def \h{4}
+
+    %Donnée utilisateur
+    \node[rectangle,draw=red] (s) at (2*\h,0) {Sensitive attribute};
+
+    %Pipeline
+    \node[rectangle,draw=blue] (inf) at (0,0) {Classification};
+
+    %Attaque
+    \node[rectangle,draw=blue] (att) at (\h,0) {Attack};
+
+    \draw[->,color=blue] (inf) to (att);
+    \draw[->,color=red] (att) to (s);
+
+\end{tikzpicture}
+
diff --git a/tikz/attack/bin_ens.tex b/tikz/attack/bin_ens.tex
new file mode 100644
index 0000000..3a80a6b
--- /dev/null
+++ b/tikz/attack/bin_ens.tex
@@ -0,0 +1,31 @@
+\begin{tikzpicture}
+
+    \def \h{4}
+
+    %Pipeline
+    \node[rectangle,draw=red] (s) at (2*\h,0) {Sensitive attribute};
+    \node[rectangle,draw=blue] (inf) at (0,0) {Classification};
+    \node[rectangle,draw=blue] (att) at (\h,0) {Attack};
+    \draw[->,color=blue] (inf) to (att);
+    \draw[->,color=red] (att) to (s);
+
+    %Ensembles
+    \node (c0) at (0,1) {$0$};
+    \node (c1) at (0,2) {$1$};
+    \node (c2) at (0,3) {$0$};
+    \node (c3) at (0,4) {$\vdots$};
+    
+    \node (a0) at (2*\h,1) {$1$};
+    \node (a1) at (2*\h,2) {$0$};
+    \node (a2) at (2*\h,3) {$1$};
+    \node (a3) at (2*\h,4) {$\vdots$};
+
+    \draw[->] (c0) to (a0);
+    \draw[->] (c1) to (a1);
+    \draw[->] (c2) to (a2);
+    \draw[->] (c3) to (a3);
+
+
+
+\end{tikzpicture}
+
diff --git a/tikz/attack/ef.tex b/tikz/attack/ef.tex
new file mode 100644
index 0000000..ed7da7f
--- /dev/null
+++ b/tikz/attack/ef.tex
@@ -0,0 +1,22 @@
+\begin{tikzpicture}
+
+    \def \h{4}
+
+    %Pipeline
+    \node[rectangle,draw=red] (s) at (2*\h,0) {Sensitive attribute};
+    \node[rectangle,draw=blue] (inf) at (0,0) {Classification};
+    \node[rectangle,draw=blue] (att) at (\h,0) {Attack};
+    \draw[->,color=blue] (inf) to (att);
+    \draw[->,color=red] (att) to (s);
+
+    %Ensembles
+    \node (c0) at (0,1) {$E=\{0,\cdots,m-1\}$};
+    
+    \node (a0) at (2*\h,1) {$F=\{0,\cdots,n-1\}$};
+
+    \draw[->] (c0) to (a0);
+
+
+
+\end{tikzpicture}
+
diff --git a/tikz/attack/nobin_ens.tex b/tikz/attack/nobin_ens.tex
new file mode 100644
index 0000000..0d3b81a
--- /dev/null
+++ b/tikz/attack/nobin_ens.tex
@@ -0,0 +1,31 @@
+\begin{tikzpicture}
+
+    \def \h{4}
+
+    %Pipeline
+    \node[rectangle,draw=red] (s) at (2*\h,0) {Sensitive attribute};
+    \node[rectangle,draw=blue] (inf) at (0,0) {Classification};
+    \node[rectangle,draw=blue] (att) at (\h,0) {Attack};
+    \draw[->,color=blue] (inf) to (att);
+    \draw[->,color=red] (att) to (s);
+
+    %Ensembles
+    \node (c0) at (0,1) {$0$};
+    \node (c1) at (0,2) {$1$};
+    \node (c2) at (0,3) {$2$};
+    \node (c3) at (0,4) {$\vdots$};
+    
+    \node (a0) at (2*\h,1) {$853$};
+    \node (a1) at (2*\h,2) {$22$};
+    \node (a2) at (2*\h,3) {$312$};
+    \node (a3) at (2*\h,4) {$\vdots$};
+
+    \draw[->] (c0) to (a0);
+    \draw[->] (c1) to (a1);
+    \draw[->] (c2) to (a2);
+    \draw[->] (c3) to (a3);
+
+
+
+\end{tikzpicture}
+
diff --git a/tikz/attack_mia.tex b/tikz/attack_mia.tex
new file mode 100644
index 0000000..e60137e
--- /dev/null
+++ b/tikz/attack_mia.tex
@@ -0,0 +1,37 @@
+\begin{tikzpicture}
+
+    \def \h{-2}
+
+    %Donnée utilisateur
+    \node[color=gray] (ludata) at (0,1) {Donnée utilisateur};
+    \node (udata) at (0,-0.36) {};
+    \draw[color=gray] (-4,0.5) rectangle (4,-0.5);
+    \node[rectangle,draw] (x) at (-2,0) {Donnée d'entrée};
+    \node[rectangle,draw=red] (s) at (2,0) {Attribut sensible};
+
+    %Modèle cible
+    \draw[color=gray] (-4.5,\h+0.5) rectangle (1.5,\h-2);
+    \node[color=gray] (lmcible) at (-1.5,\h-2.5) {Modèle cible};
+
+    %Pipeline
+    \node[rectangle,draw] (model) at (0,\h) {Modèle};
+    \node[rectangle,draw=blue] (inf) at (0,\h-1) {Classification};
+    \node[rectangle,draw] (train) at (-3,\h) {Entrainement};
+
+    \draw[->] (udata) to (model);
+    \draw[->] (model) to (inf);
+    \draw[->] (train) to (model);
+
+    %Attaque
+    \node[rectangle,draw=blue] (att) at (5,\h) {Attaque};
+
+    %\draw[->,color=blue] (x) to (att);
+    %\draw[->,color=blue] (model) to (att);
+    \draw[->,color=blue] (model) to (att);
+    \draw[->,color=red] (att) to [bend right] (train);
+
+
+    %\draw[color=red] (-2,0.5) rectangle (2,-0.5);
+    %\node[color=red] (cible) at (0,1) {Cible de l'attaque};
+\end{tikzpicture}
+
diff --git a/tikz/chaussette/a.tex b/tikz/chaussette/a.tex
new file mode 100644
index 0000000..1d001c2
--- /dev/null
+++ b/tikz/chaussette/a.tex
@@ -0,0 +1,60 @@
+
+\begin{tikzpicture}
+\def \h{4}
+\node () at (0,1) {$X=0$};
+\node[rectangle,draw=bonus] (G0) at (0,0) {$\begin{matrix}\bigcirc&\bigcirc\\\bigcirc&\bigcirc\end{matrix}$};
+\node () at (\h,1) {$X=1$};
+\node[rectangle,draw=bonus] (G1) at (\h,0){$\begin{matrix}\bigcirc&\bigcirc&\bigtriangleup\\&\bigcirc&\bigtriangleup\end{matrix}$};
+\node () at (2*\h,1) {$X=2$};
+\node[rectangle,draw=bonus] (G2) at (2*\h,0){$\begin{matrix}\bigcirc&\bigcirc&\times\\&\bigcirc&\times\end{matrix}$};
+    \pause
+
+        \node (L0) at (0,-2) {$
+        \begin{matrix}
+            P(Y=\bigcirc|X=\emph{0}) = 1\\[6pt]
+            P(Y=\bigtriangleup|X=\emph{0}) = 0\\[6pt]
+            P(Y=\times|X=\emph{0}) = 0
+        \end{matrix}
+        $};
+        \node (L1) at (\h,-2) {$
+        \begin{matrix}
+            P(Y=\bigcirc|X=\emph{1}) = \frac{3}{5}\\[6pt]
+            P(Y=\bigtriangleup|X=\emph{1}) = \frac{2}{5}\\[6pt]
+            P(Y=\times|X=\emph{1}) = 0
+        \end{matrix}
+        $};
+        \node (L2) at (2*\h,-2) {$
+        \begin{matrix}
+            P(Y=\bigcirc|X=\emph{2}) = \frac{3}{5}\\[6pt]
+            P(Y=\bigtriangleup|X=\emph{2}) =0 \\[6pt]
+            P(Y=\times|X=\emph{2}) = \frac{2}{5}
+        \end{matrix}
+        $};
+
+\draw[->] (G0) to (L0);
+\draw[->] (G1) to (L1);
+\draw[->] (G2) to (L2);
+
+\draw (-2,-1) rectangle (1.9,-3);
+    \node (x0) at (0,-3) {};
+\draw (-2+\h,-1) rectangle (1.9+\h,-3);
+    \node (x1) at (\h,-3) {};
+\draw (-2+2*\h,-1) rectangle (1.9+2*\h,-3);
+\pause
+    \draw[blue] (-2,-1) rectangle (1.9,-1.6);
+    \draw[blue] (-2+\h,-1) rectangle (1.9+\h,-1.6);
+    \draw[blue] (-2+2*\h,-1) rectangle (1.9+2*\h,-1.6);
+\pause
+    \node (x2) at (2*\h,-3) {};
+
+    \node (f0) at (0,-4) {$f(\emph{0}) = \bigcirc$};
+    \node (f1) at (\h,-4) {$f(\emph{1}) = \bigcirc$};
+    \node (f2) at (2*\h,-4) {$f(\emph{2}) = \bigcirc$};
+
+    \draw[->] (x0) to (f0);
+    \draw[->] (x1) to (f1);
+    \draw[->] (x2) to (f2);
+    \pause
+\node[anchor=west] () at (-2,-4.5) {Exactitude $=\frac{10}{14}(\approx 0.7)$};
+\node[anchor=west] () at (-2,-5) {$A(\bigcirc)=1$~$A(\bigtriangleup)=0$~$A(\times)=0$ Exactitude équilibrée $=\frac{1}{3}$};
+\end{tikzpicture}
diff --git a/tikz/chaussette/ba.tex b/tikz/chaussette/ba.tex
new file mode 100644
index 0000000..b1cc883
--- /dev/null
+++ b/tikz/chaussette/ba.tex
@@ -0,0 +1,70 @@
+
+\begin{tikzpicture}
+\def \h{4}
+\node () at (-1.5,-1) {$Y=\bigcirc$};
+    \node[rectangle,draw=,anchor=north] (G0) at (0,0) {$\begin{matrix}0&0\\0&0\\1&1\\&1\\2&2\\&2\end{matrix}$};
+\node () at (\h-1.5,-1) {$Y=\bigtriangleup$};
+    \node[rectangle,draw=,anchor=north] (G1) at (\h,0){$\begin{matrix}1&1\end{matrix}$};
+\node () at (2*\h-1.5,-1) {$Y=\times$};
+    \node[rectangle,draw=,anchor=north] (G2) at (2*\h,0){$\begin{matrix}2&2\end{matrix}$};
+        \pause
+        \node (L0) at (0,-4.5) {$
+        \begin{matrix}
+            P(X=\emph{0}|Y=\bigcirc) = \frac{4}{10}\\[6pt]
+            P(X=\emph{1}|Y=\bigcirc) = \frac{3}{10}\\[6pt]
+            P(X=\emph{2}|Y=\bigcirc) = \frac{3}{10}
+        \end{matrix}
+        $};
+        \node (L1) at (\h,-4.5) {$
+        \begin{matrix}
+            P(X=\emph{0}|Y=\bigtriangleup) = 0\\[6pt]
+            P(X=\emph{1}|Y=\bigtriangleup) = 1\\[6pt]
+            P(X=\emph{2}|Y=\bigtriangleup) = 0
+        \end{matrix}
+        $};
+        \node (L2) at (2*\h,-4.5) {$
+        \begin{matrix}
+            P(X=\emph{0}|Y=\times) = 0\\[6pt]
+            P(X=\emph{1}|Y=\times) = 0\\[6pt]
+            P(X=\emph{2}|Y=\times) =1
+        \end{matrix}
+        $};
+
+\draw[->] (G0) to (L0);
+\draw[->] (G1) to (L1);
+\draw[->] (G2) to (L2);
+
+    \def \s{0.6}
+    \def \o{0}
+\draw (-2,-3.5) rectangle (1.9+2*\h,-4.1);
+    \node (x0) at (-2-\o,-3.5-\o) {};
+\draw (-2,-3.6-\s) rectangle (1.9+2*\h,-4.2-\s);
+    \node (x1) at (-2-\o,-3.6-\s-\o) {};
+\draw (-2,-3.7-2*\s) rectangle (1.9+2*\h,-4.3-2*\s);
+    \node (x2) at (-2-\o,-3.7-2*\s-\o) {};
+
+    \pause
+    \draw[blue] (-2,-3.5) rectangle (2,-4.1);
+    \draw[blue] (-2+\h,-3.6-\s) rectangle (2+\h,-4.2-\s);
+    \draw[blue] (-2+2*\h,-3.7-2*\s) rectangle (1.9+2*\h,-4.3-2*\s);
+    \pause
+
+    \node[anchor=west] () at (-2,-6) {$f(\emph{2}) = \times$};
+    \node[anchor=west] () at (-2,-6-\s) {$f(\emph{1}) = \bigtriangleup$};
+    \node[anchor=west] () at (-2,-6-2*\s) {$f(\emph{0}) = \bigcirc$};
+
+    \node[anchor=west] (f2) at (-2.1,-6) {};
+    \node[anchor=west] (f1) at (-2.1,-6-\s) {};
+    \node[anchor=west] (f0) at (-2.1,-6-2*\s) {};
+
+
+    \draw[->] (x0) to[bend right] (f0);
+    \draw[->] (x1) to[bend right] (f1);
+    \draw[->] (x2) to[bend right] (f2);
+
+    \pause
+
+    \node[anchor=west] () at (1,-6) {Exactitude $=\frac{8}{14}(\approx 0.57)$};
+    \node[anchor=west] () at (1,-6.5) {$A(\bigcirc)=\frac{4}{10}$~$A(\bigtriangleup)=1$~$A(\times)=1$};
+    \node[anchor=west]() at (1,-7) {Exactitude équilibré $=\frac{24}{30}=0.8$};
+\end{tikzpicture}
diff --git a/tikz/data.tex b/tikz/data.tex
new file mode 100644
index 0000000..62a09d0
--- /dev/null
+++ b/tikz/data.tex
@@ -0,0 +1,17 @@
+\input{tikz/asset/data}
+\begin{tikzpicture}
+    \node[database,label={[align=center]above:Donnée\\cible}] (base) at (0,0) {};
+    \node[rectangle,draw,align=center] (cible) at (10,0) {Modèle\\cible};
+    \draw[->,align=center] (base) to[bend left] node[midway,above] {80\% entraînement\\sans attribut sensible} (cible);
+    \draw[->,blue] (base) to[bend right] node[midway,below] (test) {20\% évaluation} (cible);
+    \pause
+    \node[database,label={[align=left]right:Donnée\\auxiliaire}] (aux) at (10,-4.5) {};
+    \draw[->] (test) to[out=-90,in=90] node[midway,above] {\hspace{50px}Attribut sensible} (aux);
+    \draw[->,blue] (cible) to node[midway,right] {Prédiction} (aux);
+    \pause
+    \node[rectangle,draw,align=center] (attaque) at (3,-4.5) {Modèle\\AIA};
+    \draw[->] (aux) to node[midway,below] {80\% entraînement} (attaque);
+    \draw[->] (aux) to node[midway,above] {20\% évaluation} (attaque);
+    \node[rectangle,align=center] (result) at (0,-4.5) {Exactitude\\équilibrée};
+    \draw[->] (attaque) to (result);
+\end{tikzpicture}
diff --git a/tikz/synth/data.tex b/tikz/synth/data.tex
new file mode 100644
index 0000000..c06a06a
--- /dev/null
+++ b/tikz/synth/data.tex
@@ -0,0 +1,71 @@
+\input{tikz/asset/data}
+
+
+\begin{tikzpicture}
+    \def\h{3.5} %décalage modèle
+    \def\i{1.5} %décalage split
+    \def\j{4.5} %décalage données synthétique
+
+    %\draw[fill=red] (-1.1,1) rectangle (7.2,-2.5);
+    %\draw[fill=green] (-1.1,-2.5) rectangle (7.2,-5);
+    %\draw[fill=blue] (-1.1,-5) rectangle (7.2,-8);
+    %\draw[fill=white,fill opacity=0.8] (-1.1,1) rectangle (7.2,-8);
+
+    %\node[single arrow, anchor=west, very thick, fill=lightgray, fill opacity=0.9,
+    %  minimum width = 30pt, single arrow head extend=3pt,
+    %  minimum height=89mm,
+    %  rotate=-90] () at (3,1){};
+
+    \node[database,label={[align=left]left:Données\\réelles}] (d) at (0,0){};
+    \node[rectangle,draw,align=center] (overfit) at (2,0) {OVR\\CTRL};
+    \draw[->] (d) to node[midway,above] {80\%} (overfit);
+    \node[database,label=above:$m$] (realtr) at (4,0){};
+    \draw[->] (overfit) to (realtr);
+    \node[rectangle,draw,align=center] (gen) at (6+\h,0) {Modèle\\génératif};
+    \draw[->] (realtr) to node[midway,above] {entraînement} (gen);
+    \pause
+
+    \node[database,label={[align=left]right:Données\\synthétiques}] (syn) at (5+\j,-2) {};
+    \draw[->] (gen) to (syn);
+    \node[database,label=below:$\bar{m}$] (realte) at (0,-1.5) {};
+    \draw[->,blue] (d) to node[midway,left] {20\%}(realte);
+    \node[rectangle,draw,align=center] (tarmod) at (2,-2) {Modèle\\cible};
+    \draw[->,blue] (realte) to[out=0,in=130] node[midway,above] {eval} (tarmod);
+    \draw[->,red] (realtr) to node[midway,right] {eval} (tarmod);
+    \draw[->] (syn) to[out=180,in=0] node[midway,above] {entraînement} (tarmod);
+    \pause
+    \node[database,label={[align=center]left:coût\\$\bar{m}$}] (miam) at (1.5,-5) {};
+    \node[database,label={[align=center]right:coût\\$m$}] (mian) at (2.5,-5) {};
+    \node[database,label={[align=center]below:Base\\MIA}] (mia) at (2,-6.5) {};
+    \draw[->,blue] (tarmod) to node[midway,fill=white] (aiabranch) {\small prédiction} (miam);
+    \draw[->,red] (tarmod) to (mian);
+    \draw[->,blue] (miam) to (mia);
+    \draw[->,red] (mian) to (mia);
+    
+    \node[database,label=above:Entraînement] (miatr) at (4+\i,-6.5) {};
+    \node[database,label=below:Evaluation] (miate) at (4+\i,-7) {};
+    \draw[->] (mia) to node[midway,above] {80\%} (miatr);
+    \draw[->] (mia) to node[midway,below] {20\%} (miate);
+    \node[rectangle,draw,align=center] (miamod) at (6.5+\h,-6) {Modèle\\MIA};
+    \draw[->] (miatr) to node[midway,above] {entraînement} (miamod);
+    \node[align=center] (miares) at (6.5+\h,-7) {Résultat\\MIA};
+    \draw[->] (miate) to node[midway,below] {eval} (miamod);
+    \draw[->] (miamod) to (miares);
+    \pause
+
+    \node[blue,database,label={[align=center]above:Base\\AIA}] (aiad) at (3.2,-3.6){};
+    \node[align=center] (ures) at (-1,-3.6) {Résultat\\utilité};
+    \draw[->,blue] (aiabranch) to (aiad);
+    \draw[->,blue] (aiabranch) to (ures);
+    \node[database,label=above:Entraînement] (aiatr) at (4.5+\i,-3.6) {};
+    \node[database,label=below:Evaluation] (aiate) at (4.5+\i,-4.1) {};
+    \draw[->] (aiad) to node[midway,above] {80\%} (aiatr);
+    \draw[->] (aiad) to node[midway,below] {20\%} (aiate);
+    \node[rectangle,draw,align=center] (aiamod) at (6.5+\h,-3.8) {Modèle\\AIA};
+
+    \draw[->] (aiatr) to node[midway,above] {entraînement} (aiamod);
+    \draw[->] (aiate) to node[midway,below] {eval} (aiamod);
+    \node[align=center] (aiares) at (6.5+\h,-5) {Résultat\\AIA};
+    \draw[->] (aiamod) to (aiares);
+\end{tikzpicture}
+