1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
|
\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\\\emph{$\varepsilon,\delta$-DP}};
\draw[->] (realtr) to node[midway,above] {entraînement} (gen);
\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);
\node[rectangle,draw,align=center] (postfair) at (6,-2) {\emph{Rendre}\\\emph{EQ}};
\draw[->] (syn) to[out=180,in=0] (postfair);
\draw[->] (postfair) to[out=180,in=0] node[midway,above] {entraînement} (tarmod);
\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);
\draw[->] (miatr) to (miamod);
\node[align=center] (miares) at (6.5+\h,-7) {Résultat\\MIA};
\draw[->] (miate) to node[midway,below] {eval} (miamod);
\draw[->] (miamod) to (miares);
\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}
|
