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forms.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">
<meta name="description" content="">
<meta name="author" content="">
<title>Cloud Project - Multiple Document Summarization</title>
<!-- Bootstrap Core CSS -->
<link href="css/bootstrap.min.css" rel="stylesheet">
<!-- Custom CSS -->
<link href="css/sb-admin.css" rel="stylesheet">
<!-- Morris Charts CSS -->
<link href="css/plugins/morris.css" rel="stylesheet">
<!-- Custom Fonts -->
<link href="font-awesome/css/font-awesome.min.css" rel="stylesheet" type="text/css">
<!-- HTML5 Shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!-- WARNING: Respond.js doesn't work if you view the page via file:// -->
<!--[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/1.4.2/respond.min.js"></script>
<![endif]-->
</head>
<body style="font-size: 16px">
<div id="wrapper">
<!-- Navigation -->
<nav class="navbar navbar-inverse navbar-fixed-top" role="navigation">
<!-- Brand and toggle get grouped for better mobile display -->
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-ex1-collapse">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="index.html">Multiple Document Text Summarization</a>
</div>
<!-- Top Menu Items -->
<ul class="nav navbar-right top-nav">
<!-- <li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown"><i class="fa fa-envelope"></i> <b class="caret"></b></a>
<ul class="dropdown-menu message-dropdown">
<li class="message-preview">
<a href="#">
<div class="media">
<span class="pull-left">
<img class="media-object" src="http://placehold.it/50x50" alt="">
</span>
<div class="media-body">
<h5 class="media-heading"><strong>John Smith</strong>
</h5>
<p class="small text-muted"><i class="fa fa-clock-o"></i> Yesterday at 4:32 PM</p>
<p>Lorem ipsum dolor sit amet, consectetur...</p>
</div>
</div>
</a>
</li>
<li class="message-preview">
<a href="#">
<div class="media">
<span class="pull-left">
<img class="media-object" src="http://placehold.it/50x50" alt="">
</span>
<div class="media-body">
<h5 class="media-heading"><strong>John Smith</strong>
</h5>
<p class="small text-muted"><i class="fa fa-clock-o"></i> Yesterday at 4:32 PM</p>
<p>Lorem ipsum dolor sit amet, consectetur...</p>
</div>
</div>
</a>
</li>
<li class="message-preview">
<a href="#">
<div class="media">
<span class="pull-left">
<img class="media-object" src="http://placehold.it/50x50" alt="">
</span>
<div class="media-body">
<h5 class="media-heading"><strong>John Smith</strong>
</h5>
<p class="small text-muted"><i class="fa fa-clock-o"></i> Yesterday at 4:32 PM</p>
<p>Lorem ipsum dolor sit amet, consectetur...</p>
</div>
</div>
</a>
</li> -->
</ul>
</li>
</ul>
<!-- Sidebar Menu Items - These collapse to the responsive navigation menu on small screens -->
<div class="collapse navbar-collapse navbar-ex1-collapse">
<ul class="nav navbar-nav side-nav">
<li class="active">
<a href="index.html"><i class="fa fa-fw fa-dashboard"></i> HomePage</a>
</li>
<li>
<a href="tables.html"><i class="fa fa-fw fa-table"></i> Team</a>
</li>
<li>
<a href="forms.html"><i class="fa fa-fw fa-edit"></i> Approach</a>
</li>
<li>
<a href="bootstrap-elements.html"><i class="fa fa-fw fa-desktop"></i> System Implementation</a>
</li>
<li>
<a href="bootstrap-grid.html"><i class="fa fa-fw fa-wrench"></i> Data set</a>
</li>
<li>
<a href="blank-page.html"><i class="fa fa-fw fa-file"></i> Framework</a>
</li>
<li>
<a href="results.html"><i class="fa fa-fw fa-dashboard"></i> Results</a>
</li>
<li>
<a href="charts.html"><i class="fa fa-fw fa-bar-chart-o"></i> Performance</a>
</li>
<li>
<a href="index-rtl.html"><i class="fa fa-fw fa-dashboard"></i> Accomplished</a>
</li>
<li>
<a href="roles.html"><i class="fa fa-fw fa-dashboard"></i> References and Roles</a>
</li> </ul>
</div>
<!-- /.navbar-collapse -->
</nav>
<div id="page-wrapper">
<div class="container-fluid">
<!-- Page Heading -->
<div class="row">
<div class="col-lg-12">
<h1 class="page-header">
Approach</small>
</h1>
</div>
</div>
<!-- /.row -->
<div class="row">
<div class="col-lg-12">
<div class="alert alert-info alert-dismissable">
Multiple document summarization task has been performed in 5 stages:
<ul>
<li>
<strong> TFIDF</strong> : Multiple news articles are represented in a vector format using information retrieval technique, TFIDF.
</li>
<li>
<strong> Document Clustering stage </strong>: K- Means Clustering technique has been employed on the multi-document text collection to create the text document clusters.
</li>
<li>
<strong>Latent Dirichlet Allocation (LDA) </strong> : LDA topic modelling technique has been employed on each individual text document cluster to generate the cluster topics and terms belonging to each cluster topic.
</li>
<li>
<strong> Frequent and Semantic terms</strong>: Global frequent and semantic terms are generated from the collection of multiple text documents.
</li>
<li>
<strong> Sentence filtering</strong>: For each document, the sentences which are containing the frequent terms and semantic similar terms are selected for participation in the summarized document.
Output of this project is the summarized documents of large News Article collections.
</li>
</ul>
</div>
</div>
</div>
<!-- /.row -->
<!-- /.row -->
<!-- /.row -->
</div>
<!-- /.container-fluid -->
</div>
<!-- /#page-wrapper -->
</div>
<!-- /#wrapper -->
<!-- jQuery -->
<script src="js/jquery.js"></script>
<!-- Bootstrap Core JavaScript -->
<script src="js/bootstrap.min.js"></script>
<!-- Morris Charts JavaScript -->
<script src="js/plugins/morris/raphael.min.js"></script>
<script src="js/plugins/morris/morris.min.js"></script>
<script src="js/plugins/morris/morris-data.js"></script>
</body>
</html>