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spams.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="">
<meta name="author" content="elvinz" >
<!--link rel="shortcut icon" href="../../docs-assets/ico/favicon.png"-->
<title>Intelligence des données</title>
<!-- Bootstrap core CSS -->
<link href="bootstrap/css/bootstrap.min.css" rel="stylesheet">
<!-- Just for debugging purposes. Don't actually copy this line! -->
<!--[if lt IE 9]><script src="../../docs-assets/js/ie8-responsive-file-warning.js"></script><![endif]-->
<!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/libs/html5shiv/3.7.0/html5shiv.js"></script>
<script src="https://oss.maxcdn.com/libs/respond.js/1.3.0/respond.min.js"></script>
<![endif]-->
<!-- Custom styles for this template -->
<link href="carousel.css" rel="stylesheet">
</head>
<!-- NAVBAR
================================================== -->
<body>
<script src="docs-assets/header.js"></script>
<div class="container fill">
<!-- Carousel
================================================== -->
<div id="myCarousel" class="carousel slide carousel-fade" data-ride="carousel" data-interval="false">
<!-- Indicators -->
<ol class="carousel-indicators">
<li data-target="#myCarousel" data-slide-to="0" class="active"></li>
<li data-target="#myCarousel" data-slide-to="1"></li>
<li data-target="#myCarousel" data-slide-to="2"></li>
<li data-target="#myCarousel" data-slide-to="3"></li>
<li data-target="#myCarousel" data-slide-to="4"></li>
<li data-target="#myCarousel" data-slide-to="5"></li>
<li data-target="#myCarousel" data-slide-to="6"></li>
<li data-target="#myCarousel" data-slide-to="7"></li>
<li data-target="#myCarousel" data-slide-to="8"></li>
<li data-target="#myCarousel" data-slide-to="9"></li>
<li data-target="#myCarousel" data-slide-to="10"></li>
<li data-target="#myCarousel" data-slide-to="11"></li>
<li data-target="#myCarousel" data-slide-to="12"></li>
<li data-target="#myCarousel" data-slide-to="13"></li>
<li data-target="#myCarousel" data-slide-to="14"></li>
<li data-target="#myCarousel" data-slide-to="15"></li>
<li data-target="#myCarousel" data-slide-to="16"></li>
<li data-target="#myCarousel" data-slide-to="17"></li>
<li data-target="#myCarousel" data-slide-to="18"></li>
<li data-target="#myCarousel" data-slide-to="19"></li>
<li data-target="#myCarousel" data-slide-to="20"></li>
<li data-target="#myCarousel" data-slide-to="21"></li>
<li data-target="#myCarousel" data-slide-to="22"></li>
<li data-target="#myCarousel" data-slide-to="23"></li>
<li data-target="#myCarousel" data-slide-to="24"></li>
<li data-target="#myCarousel" data-slide-to="25"></li>
<li data-target="#myCarousel" data-slide-to="26"></li>
<li data-target="#myCarousel" data-slide-to="27"></li>
</ol>
<div class="carousel-inner">
<!--- problématique---->
<div class="item active">
<div class="fill">
<div class="carousel-caption ">
<div class="col-sm-12">
<h2 class="featurette-heading">Spams : fléau 2.0</h2>
<p class="lead">
<ul class="lead">
<li> Environ 3 milliards de boîtes mails dans le monde</li>
<li> 507 milliards de mails envoyés quotidiennement</li>
<li> 84% des mails envoyés en 2013 sont des spams </li>
<li> Une personne reçoit/envoie en moyenne 219 mails par jour</li>
</ul>
<div align="center">
<img class="featurette-image img-responsive" style="width=50%" src="img/spams/trafic.png"/>
</div>
</div>
</div>
</div>
</div>
<!--- email vers les données---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Des emails vers les données</h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/mail0.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<h2 class="titre"> Extraction des mots clés</h2>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/mail0.png"/>
</div>
<div class="col-sm-5">
<img class="featurette-image img-responsive" src="img/spams/mail1b.png"/>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<h2 class="titre"> "enjoy" est présent</h2>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/mail2a.png"/>
</div>
<div class="col-sm-5">
<img class="featurette-image img-responsive" src="img/spams/mail2b.png"/>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<h2 class="titre">"meeting" est absent</h2>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/mail2a.png"/>
</div>
<div class="col-sm-5">
<img class="featurette-image img-responsive" src="img/spams/mail3b.png"/>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<h2 class="titre"> "discount" est présent</h2>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/mail4a.png"/>
</div>
<div class="col-sm-5">
<img class="featurette-image img-responsive" src="img/spams/mail4b.png"/>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<h2 class="titre"> Recodage des données</h2>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/mail4a.png"/>
</div>
<div class="col-sm-5">
<img class="featurette-image img-responsive" src="img/spams/mail5b.png"/>
</div>
</div>
</div>
</div>
<!--- données init---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-5">
<p>
<h2 class="titre">Données</h2>
<p class="lead">
UCI spams (Hopkins, Reeber, Forman, Suermondt de Hewlett-Packard Lab).
</p>
<p class="lead">
<ul class="lead">
<li> 4601 mails</li>
<li> 54 mots clés </li>
</ul>
</p>
<p class="lead">
Quelques mots-clés ciblés:
<ul class="lead">
<li> internet</li>
<li> free</li>
<li> business </li>
<li> conference </li>
<li> money </li>
<li> ... </li>
</ul>
</p>
<h3 class="titre">Comment trier?</h3>
</div>
<div class="col-sm-7">
<img class="featurette-image img-responsive" src="img/spams/init.png"/>
</div>
</div>
</div>
</div>
<!--- tri automatique---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/triauto1.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/triauto2.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/triauto3.png"/>
</div>
</div>
</div>
</div>
</div>
<!--- exemple de tri ---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Zoom sur le tableau de données</h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tab1.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tab2.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> On permute la ligne 2 avec la ligne 3 </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tab3.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> On permute les lignes 2 et 4 avec la 5 </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tab4.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Apparition d'une structure </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tabfin.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> On devine les mots clés caractéristiques de chaque groupe </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/tabfingr.png"/>
</div>
</div>
</div>
</div>
</div>
<!--- besoin ---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-6">
<h2 class="titre"> Besoin de mathématiques </h2>
<p class="lead">
<!-- begin MathToWeb -->
<!-- (your LaTeX) \begin{equation*}
f(x_i | \alpha_k) = \sum\limits_{k=1}^K p_k h(x_i|\alpha_k)
\end{equation*} -->
<math xmlns="http://www.w3.org/1998/Math/MathML">
<mtable class="m-equation-starred" displaystyle="true" style="display: block; margin-top: 1.0em; margin-bottom: 2.0em">
<mtr>
<mtd>
<mspace width="6.0em" />
</mtd>
<mtd columnalign="left">
<mi>f</mi>
<mrow>
<mo maxsize="1.00em" form="prefix">(</mo>
<msub>
<mi>x</mi>
<mi>i</mi>
</msub>
<mo>|</mo>
<msub>
<mi>α</mi>
<mi>k</mi>
</msub>
<mo maxsize="1.00em" form="postfix">)</mo>
</mrow>
<mo>=</mo>
<mstyle displaystyle="true">
<munderover>
<mo>∑</mo>
<mrow>
<mi>k</mi>
<mo>=</mo>
<mn>1</mn>
</mrow>
<mi>K</mi>
</munderover>
</mstyle>
<msub>
<mi>p</mi>
<mi>k</mi>
</msub>
<mi>h</mi>
<mrow>
<mo maxsize="1.00em" form="prefix">(</mo>
<msub>
<mi>x</mi>
<mi>i</mi>
</msub>
<mo>|</mo>
<msub>
<mi>α</mi>
<mi>k</mi>
</msub>
<mo maxsize="1.00em" form="postfix">)</mo>
</mrow>
</mtd>
</mtr>
</mtable>
</math>
<!-- end MathToWeb -->
</p>
<p class="lead">
<!-- begin MathToWeb -->
<!-- (your LaTeX) \begin{equation*}
h(x_i | \alpha_k) = \prod\limits_{j=1}^d \prod\limits_{h=1}^{m_j} (\alpha_k^{jh})^{x_i^{jh}}
\end{equation*} -->
<math xmlns="http://www.w3.org/1998/Math/MathML">
<mtable class="m-equation-starred" displaystyle="true" style="display: block; margin-top: 1.0em; margin-bottom: 2.0em">
<mtr>
<mtd>
<mspace width="6.0em" />
</mtd>
<mtd columnalign="left">
<mi>h</mi>
<mrow>
<mo maxsize="1.00em" form="prefix">(</mo>
<msub>
<mi>x</mi>
<mi>i</mi>
</msub>
<mo>|</mo>
<msub>
<mi>α</mi>
<mi>k</mi>
</msub>
<mo maxsize="1.00em" form="postfix">)</mo>
</mrow>
<mo>=</mo>
<mstyle displaystyle="true">
<munderover>
<mo>∏</mo>
<mrow>
<mi>j</mi>
<mo>=</mo>
<mn>1</mn>
</mrow>
<mi>d</mi>
</munderover>
</mstyle>
<mstyle displaystyle="true">
<munderover>
<mo>∏</mo>
<mrow>
<mi>h</mi>
<mo>=</mo>
<mn>1</mn>
</mrow>
<mrow>
<msub>
<mi>m</mi>
<mi>j</mi>
</msub>
</mrow>
</munderover>
</mstyle>
<msup>
<mrow>
<mo maxsize="1.00em" form="prefix">(</mo>
<msubsup>
<mi>α</mi>
<mi>k</mi>
<mrow>
<mi>j</mi>
<mi>h</mi>
</mrow>
</msubsup>
<mo maxsize="1.00em" form="postfix">)</mo>
</mrow>
<mrow>
<msubsup>
<mi>x</mi>
<mi>i</mi>
<mrow>
<mi>j</mi>
<mi>h</mi>
</mrow>
</msubsup>
</mrow>
</msup>
</mtd>
</mtr>
</mtable>
</math>
<!-- end MathToWeb -->
</p>
</div>
<div class="col-sm-6">
<h2 class="titre"> Besoin d'informatique </h2>
<img class="featurette-image img-responsive" src="img/spams/info.png"/>
</div>
</div>
</div>
</div>
<!--- tri en 2 groupes ---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Tri en 2 groupes </h2>
<video style="width:60%" controls="controls">
<source src="video/spams/iteralgo1.webm" type="video/webm" />
<source src="video/spams/iteralgo1.mp4" type="video/mp4" />
<source src="video/spams/iteralgo1.ogg" type="video/ogg" />
</video>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/iterendb.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Bon classement : 81.6%</h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/analyse1a.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Tri automatique final </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/resultalgoc.png"/>
</div>
</div>
</div>
</div>
</div>
<!--- tri en 3 groupes ---->
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Tri en 3 groupes </h2>
<video style="width:60%" controls="controls">
<source src="video/spams/iteralgo2.webm" type="video/webm" />
<source src="video/spams/iteralgo2.mp4" type="video/mp4" />
<source src="video/spams/iteralgo2.ogg" type="video/ogg"/>
</video>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/iterend2b.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Bon classement : 84.2%</h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/analyse2a.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> Tri automatique final </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/resalgo3cc.png"/>
</div>
</div>
</div>
</div>
</div>
<div class="item">
<div class="fill">
<div class="carousel-caption">
<div class="col-sm-12">
<h2 class="titre"> 2 ou 3 groupes? </h2>
<div align="center">
<img class="featurette-image img-responsive" src="img/spams/choixcritere.jpg"/>
</div>
</div>
</div>
</div>
</div>
<!------ conclusion ------>
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