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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<!-- SEO Meta Tags -->
<meta name="description" content="Tivo is a HTML landing page template built with Bootstrap to help you crate engaging presentations for SaaS apps and convert visitors into users.">
<meta name="author" content="Inovatik">
<!-- OG Meta Tags to improve the way the post looks when you share the page on LinkedIn, Facebook, Google+ -->
<meta property="og:site_name" content="" /> <!-- website name -->
<meta property="og:site" content="" /> <!-- website link -->
<meta property="og:title" content=""/> <!-- title shown in the actual shared post -->
<meta property="og:description" content="" /> <!-- description shown in the actual shared post -->
<meta property="og:image" content="" /> <!-- image link, make sure it's jpg -->
<meta property="og:url" content="" /> <!-- where do you want your post to link to -->
<meta property="og:type" content="article" />
<!-- Website Title -->
<title>Contexts on POI</title>
<!-- Styles -->
<link href="https://fonts.googleapis.com/css?family=Open+Sans:400,400i,700&display=swap&subset=latin-ext" rel="stylesheet">
<link href="css/bootstrap.css" rel="stylesheet">
<link href="css/fontawesome-all.css" rel="stylesheet">
<link href="css/swiper.css" rel="stylesheet">
<link href="css/magnific-popup.css" rel="stylesheet">
<link href="css/styles.css" rel="stylesheet">
<!-- Favicon -->
<link rel="icon" href="images/favicon.png">
</head>
<body data-spy="scroll" data-target=".fixed-top">
<!-- Preloader -->
<div class="spinner-wrapper">
<div class="spinner">
<div class="bounce1"></div>
<div class="bounce2"></div>
<div class="bounce3"></div>
</div>
</div>
<!-- end of preloader -->
<!-- Navigation -->
<nav class="navbar navbar-expand-lg navbar-dark navbar-custom fixed-top">
<div class="container">
<!-- Text Logo - Use this if you don't have a graphic logo -->
<a class="navbar-brand logo-text page-scroll" href="index.html">Contexts on POI</a>
<!-- Image Logo -->
<!-- <a class="navbar-brand logo-image" href="index.html"><img src="images/logo.svg" alt="alternative"></a> -->
<!-- Mobile Menu Toggle Button -->
<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarsExampleDefault" aria-controls="navbarsExampleDefault" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-awesome fas fa-bars"></span>
<span class="navbar-toggler-awesome fas fa-times"></span>
</button>
<!-- end of mobile menu toggle button -->
<div class="collapse navbar-collapse" id="navbarsExampleDefault">
<ul class="navbar-nav ml-auto">
<li class="nav-item">
<a class="nav-link page-scroll" href="#header">HOME <span class="sr-only">(current)</span></a>
</li>
<li class="nav-item">
<a class="nav-link page-scroll" href="#findings">FINDINGS</a>
</li>
<li class="nav-item">
<a class="nav-link page-scroll" href="#results">Results</a>
</li>
<li class="nav-item">
<a class="nav-link page-scroll" href="#extra">Extra</a>
</li>
<li class="nav-item">
<a class="nav-link page-scroll" href="#features">Sources</a>
</li>
<li class="nav-item">
<a class="nav-link page-scroll" href="#about-us">About Us</a>
</li>
</ul>
</div>
</div> <!-- end of container -->
</nav> <!-- end of navbar -->
<!-- end of navigation -->
<!-- Header -->
<header id="header" class="header">
<div class="header-content">
<div class="container">
<div class="row">
<div class="col-lg-6 col-xl-5">
<div class="text-container">
<h1>Contextual Information</h1>
<p class="p-large">The Impact of Contextual Information on POI Recommendation</p>
<!-- <a class="btn-solid-lg page-scroll" href="sign-up.html">SIGN UP</a>-->
</div> <!-- end of text-container -->
</div> <!-- end of col -->
<div class="col-lg-6 col-xl-7">
<div class="image-container">
<div class="img-wrapper">
<img class="img-fluid" src="images/header-software-app.png" alt="alternative">
</div> <!-- end of img-wrapper -->
</div> <!-- end of image-container -->
</div> <!-- end of col -->
</div> <!-- end of row -->
</div> <!-- end of container -->
</div> <!-- end of header-content -->
</header> <!-- end of header -->
<svg class="header-frame" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" preserveAspectRatio="none" viewBox="0 0 1920 310"><defs><style>.cls-1{fill:#5f4def;}</style></defs><title>header-frame</title><path class="cls-1" d="M0,283.054c22.75,12.98,53.1,15.2,70.635,14.808,92.115-2.077,238.3-79.9,354.895-79.938,59.97-.019,106.17,18.059,141.58,34,47.778,21.511,47.778,21.511,90,38.938,28.418,11.731,85.344,26.169,152.992,17.971,68.127-8.255,115.933-34.963,166.492-67.393,37.467-24.032,148.6-112.008,171.753-127.963,27.951-19.26,87.771-81.155,180.71-89.341,72.016-6.343,105.479,12.388,157.434,35.467,69.73,30.976,168.93,92.28,256.514,89.405,100.992-3.315,140.276-41.7,177-64.9V0.24H0V283.054Z"/></svg>
<!-- end of header -->
<!-- Customers -->
<div class="slider-1">
<div class="container">
<div class="row">
<div class="col-lg-12">
<!-- Image Slider -->
<div class="slider-container">
<div class="swiper-container image-slider">
<div class="swiper-wrapper">
<div class="swiper-slide">
<img class="img-fluid" src="images/maslab.png" alt="alternative">
</div>
<div class="swiper-slide">
<img class="img-fluid" src="images/znu.png" alt="alternative">
</div>
<div class="swiper-slide">
<img class="img-fluid" src="images/usi.png" alt="alternative">
</div>
<div class="swiper-slide">
<img class="img-fluid" src="images/uva.png" alt="alternative">
</div>
<div class="swiper-slide">
<img class="img-fluid" src="images/leiden.png" alt="alternative">
</div>
</div> <!-- end of swiper-wrapper -->
</div> <!-- end of swiper container -->
</div> <!-- end of slider-container -->
<!-- end of image slider -->
</div> <!-- end of col -->
</div> <!-- end of row -->
</div> <!-- end of container -->
</div> <!-- end of slider-1 -->
<!-- end of customers -->
<!-- Description -->
<div id="findings" class="cards-1">
<div class="container">
<div class="row">
<div class="col-lg-12">
<div class="above-heading">Findings</div>
<h3 class="h2-heading">Focus on Contexts, Metrics, and Models</h3>
</div> <!-- end of col -->
</div> <!-- end of row -->
<div class="row">
<div class="col-lg-12">
<!-- Card -->
<div class="card">
<div class="card-image">
<img class="img-fluid" src="images/description-1.png" alt="alternative">
</div>
<div class="card-body">
<h4 class="card-title">Focus on Contexts</h4>
<p>Considering all contextual information in a model will not necessarily improve the performance.</p>
</div>
</div>
<!-- end of card -->
<!-- Card -->
<div class="card">
<div class="card-image">
<img class="img-fluid" src="images/description-2.png" alt="alternative">
</div>
<div class="card-body">
<h4 class="card-title">Focus on Metrics</h4>
<p>The performance of models varies when compared based on different evaluation metrics.</p>
</div>
</div>
<!-- end of card -->
<!-- Card -->
<div class="card">
<div class="card-image">
<img class="img-fluid" src="images/description-3.png" alt="alternative">
</div>
<div class="card-body">
<h4 class="card-title">Focus on Models</h4>
<p>The geographical or temporal information is more effective in improving the M model.</p>
</div>
</div>
<!-- end of card -->
</div> <!-- end of col -->
</div> <!-- end of row -->
</div> <!-- end of container -->
</div> <!-- end of cards-1 -->
<!-- end of description -->
<!-- Features -->
<div id="results" class="tabs">
<div class="container">
<div class="row">
<div class="col-lg-12">
<div class="above-heading">
Sources
</div>
<h2 class="h2-heading">Results</h2>
</div> <!-- end of col -->
</div> <!-- end of row -->
<div class="row">
<div class="col-lg-12">
<!-- Tabs Links -->
<ul class="nav nav-tabs" id="argoTabs" role="tablist">
<li class="nav-item">
<a class="nav-link active" id="nav-tab1-1" data-toggle="tab" href="#tab1-1" role="tab" aria-controls="tab1-1" aria-selected="true"><i class="fas fa-list"></i>Baselines</a>
</li>
<li class="nav-item">
<a class="nav-link" id="nav-tab1-2" data-toggle="tab" href="#tab1-2" role="tab" aria-controls="tab1-2" aria-selected="false"><i class="fas fa-envelope-open-text"></i>More (Soon)</a>
</li>
</ul>
<!-- end of tabs links -->
<!-- Baselines Content -->
<div class="tab-content" id="argoTabsContent">
<!-- Tab -->
<div class="tab-pane fade show active" id="tab1-1" role="tabpanel" aria-labelledby="tab1-1">
<div class="row">
<div class="col-lg-6">
<!-- <span style="">Yelp</span>-->
<p style="text-align: center;"><span style="font-size:18px;"><strong>Yelp</strong></span></p>
<!-- <div style="text-align: center;">Yelp</div>-->
<style type="text/css">
.tg {border-collapse:collapse;border-color:#9ABAD9;border-spacing:0;}
.tg td{background-color:#EBF5FF;border-bottom-width:1px;border-color:#9ABAD9;border-style:solid;border-top-width:1px;
border-width:0px;color:#444;font-family:Arial, sans-serif;font-size:14px;overflow:hidden;padding:10px 5px;
word-break:normal;}
.tg th{background-color:#409cff;border-bottom-width:1px;border-color:#9ABAD9;border-style:solid;border-top-width:1px;
border-width:0px;color:#fff;font-family:Arial, sans-serif;font-size:14px;font-weight:normal;overflow:hidden;
padding:10px 5px;word-break:normal;}
.tg .tg-cly1{text-align:left;vertical-align:middle}
.tg .tg-1wig{font-weight:bold;text-align:left;vertical-align:top}
.tg .tg-5lax{background-color:#D2E4FC;text-align:left;vertical-align:middle}
.tg .tg-hmp3{background-color:#D2E4FC;text-align:left;vertical-align:top}
.tg .tg-7dnc{background-color:#D2E4FC;font-weight:bold;text-align:left;vertical-align:top}
.tg .tg-wn3b{background-color:#D2E4FC;text-align:center;vertical-align:middle}
.tg .tg-0lax{text-align:left;vertical-align:top}
</style>
<table class="tg">
<thead>
<tr>
<th class="tg-0lax">Baselines</th>
<th class="tg-0lax">Contexts</th>
<th class="tg-0lax">Pre@5</th>
<th class="tg-0lax">Pre@15</th>
<th class="tg-0lax">Rec@5</th>
<th class="tg-0lax">Rec@15</th>
<th class="tg-0lax">nDCG@5</th>
<th class="tg-0lax">nDCG@15</th>
</tr>
</thead>
<tbody>
<tr>
<td class="tg-wn3b" rowspan="7">GeoSoCa</td>
<td class="tg-hmp3">G</td>
<td class="tg-hmp3">0.0112</td>
<td class="tg-hmp3">0.0105</td>
<td class="tg-hmp3">0.0085</td>
<td class="tg-hmp3">0.0245</td>
<td class="tg-hmp3">0.0109</td>
<td class="tg-hmp3">0.0106</td>
</tr>
<tr>
<td class="tg-0lax">S</td>
<td class="tg-0lax">0.0135</td>
<td class="tg-0lax">0.0120</td>
<td class="tg-0lax">0.0084</td>
<td class="tg-0lax">0.0214</td>
<td class="tg-0lax">0.0136</td>
<td class="tg-0lax">0.0125</td>
</tr>
<tr>
<td class="tg-hmp3">C</td>
<td class="tg-hmp3">0.0018</td>
<td class="tg-hmp3">0.0017</td>
<td class="tg-hmp3">0.0013</td>
<td class="tg-hmp3">0.0037</td>
<td class="tg-hmp3">0.0018</td>
<td class="tg-hmp3">0.0018</td>
</tr>
<tr>
<td class="tg-0lax">GS</td>
<td class="tg-0lax">0.0193</td>
<td class="tg-0lax">0.0152</td>
<td class="tg-0lax">0.0111</td>
<td class="tg-0lax">0.0262</td>
<td class="tg-0lax">0.0194</td>
<td class="tg-0lax">0.0165</td>
</tr>
<tr>
<td class="tg-hmp3">GC</td>
<td class="tg-hmp3">0.0165</td>
<td class="tg-hmp3">0.0149</td>
<td class="tg-hmp3">0.0120</td>
<td class="tg-7dnc">0.0332</td>
<td class="tg-hmp3">0.0166</td>
<td class="tg-hmp3">0.0155</td>
</tr>
<tr>
<td class="tg-0lax">SC</td>
<td class="tg-0lax">0.0135</td>
<td class="tg-0lax">0.0119</td>
<td class="tg-0lax">0.0082</td>
<td class="tg-0lax">0.0218</td>
<td class="tg-0lax">0.0136</td>
<td class="tg-0lax">0.0124</td>
</tr>
<tr>
<td class="tg-hmp3">GSC</td>
<td class="tg-7dnc">0.0211</td>
<td class="tg-7dnc">0.0162</td>
<td class="tg-7dnc">0.0120</td>
<td class="tg-hmp3">0.0277</td>
<td class="tg-7dnc">0.0215</td>
<td class="tg-7dnc">0.0179</td>
</tr>
<tr>
<td class="tg-cly1" rowspan="7">FCFKDEAMC</td>
<td class="tg-0lax">G</td>
<td class="tg-0lax">0.0109</td>
<td class="tg-0lax">0.0104</td>
<td class="tg-0lax">0.0082</td>
<td class="tg-0lax">0.0235</td>
<td class="tg-0lax">0.0109</td>
<td class="tg-0lax">0.0106</td>
</tr>
<tr>
<td class="tg-hmp3">S</td>
<td class="tg-hmp3">0.0180</td>
<td class="tg-hmp3">0.0141</td>
<td class="tg-hmp3">0.0101</td>
<td class="tg-hmp3">0.0231</td>
<td class="tg-hmp3">0.0181</td>
<td class="tg-hmp3">0.0153</td>
</tr>
<tr>
<td class="tg-0lax">T</td>
<td class="tg-0lax">0.0165</td>
<td class="tg-0lax">0.0152</td>
<td class="tg-0lax">0.0119</td>
<td class="tg-0lax">0.0324</td>
<td class="tg-0lax">0.0172</td>
<td class="tg-0lax">0.0159</td>
</tr>
<tr>
<td class="tg-hmp3">SG</td>
<td class="tg-hmp3">0.0198</td>
<td class="tg-hmp3">0.0157</td>
<td class="tg-hmp3">0.0111</td>
<td class="tg-hmp3">0.0266</td>
<td class="tg-hmp3">0.0199</td>
<td class="tg-hmp3">0.0169</td>
</tr>
<tr>
<td class="tg-0lax">ST</td>
<td class="tg-0lax">0.0194</td>
<td class="tg-0lax">0.0158</td>
<td class="tg-0lax">0.0116</td>
<td class="tg-0lax">0.0261</td>
<td class="tg-0lax">0.0201</td>
<td class="tg-0lax">0.0172</td>
</tr>
<tr>
<td class="tg-hmp3">GT</td>
<td class="tg-7dnc">0.0208</td>
<td class="tg-7dnc">0.0183</td>
<td class="tg-7dnc">0.0150</td>
<td class="tg-7dnc">0.0391</td>
<td class="tg-hmp3">0.0210</td>
<td class="tg-7dnc">0.0192</td>
</tr>
<tr>
<td class="tg-0lax">SGT</td>
<td class="tg-0lax">0.0208</td>
<td class="tg-0lax">0.0168</td>
<td class="tg-0lax">0.0122</td>
<td class="tg-0lax">0.0277</td>
<td class="tg-1wig">0.0215</td>
<td class="tg-0lax">0.0183</td>
</tr>
<tr>
<td class="tg-5lax" rowspan="3">PFMMGM</td>
<td class="tg-hmp3">M</td>
<td class="tg-hmp3">0.0085</td>
<td class="tg-hmp3">0.0080</td>
<td class="tg-hmp3">0.0045</td>
<td class="tg-hmp3">0.0141</td>
<td class="tg-hmp3">0.0084</td>
<td class="tg-hmp3">0.0081</td>
</tr>
<tr>
<td class="tg-0lax">G</td>
<td class="tg-0lax">0.0076</td>
<td class="tg-0lax">0.0074</td>
<td class="tg-0lax"><span style="font-weight:400;font-style:normal">0.0057</span></td>
<td class="tg-0lax">0.0165</td>
<td class="tg-0lax">0.0074</td>
<td class="tg-0lax">0.0073</td>
</tr>
<tr>
<td class="tg-hmp3">MG</td>
<td class="tg-7dnc">0.0188</td>
<td class="tg-7dnc">0.0143</td>
<td class="tg-7dnc">0.0144</td>
<td class="tg-7dnc">0.0325</td>
<td class="tg-7dnc">0.0193</td>
<td class="tg-7dnc">0.0158</td>
</tr>
</tbody>
</table>
</div>
<div class="col-lg-6">
<p style="text-align: center;"><span style="font-size:18px;"><strong>Gowalla</strong></span></p>
<style type="text/css">
.tg {border-collapse:collapse;border-color:#9ABAD9;border-spacing:0;}
.tg td{background-color:#EBF5FF;border-bottom-width:1px;border-color:#9ABAD9;border-style:solid;border-top-width:1px;
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word-break:normal;}
.tg th{background-color:#409cff;border-bottom-width:1px;border-color:#9ABAD9;border-style:solid;border-top-width:1px;
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.tg .tg-cly1{text-align:left;vertical-align:middle}
.tg .tg-1wig{font-weight:bold;text-align:left;vertical-align:top}
.tg .tg-5lax{background-color:#D2E4FC;text-align:left;vertical-align:middle}
.tg .tg-hmp3{background-color:#D2E4FC;text-align:left;vertical-align:top}
.tg .tg-7dnc{background-color:#D2E4FC;font-weight:bold;text-align:left;vertical-align:top}
.tg .tg-wn3b{background-color:#D2E4FC;text-align:center;vertical-align:middle}
.tg .tg-0lax{text-align:left;vertical-align:top}
</style>
<table class="tg">
<caption>The gowalla dataset does not include the cateogorical information.</caption>
<thead>
<tr>
<th class="tg-0lax">Baselines</th>
<th class="tg-0lax">Contexts</th>
<th class="tg-0lax">Pre@5</th>
<th class="tg-0lax">Pre@15</th>
<th class="tg-0lax">Rec@5</th>
<th class="tg-0lax">Rec@15</th>
<th class="tg-0lax">nDCG@5</th>
<th class="tg-0lax">nDCG@15</th>
</tr>
</thead>
<tbody>
<tr>
<td class="tg-wn3b" rowspan="3">GeoSoCa</td>
<td class="tg-hmp3">G</td>
<td class="tg-hmp3">0.0156</td>
<td class="tg-hmp3">0.0149</td>
<td class="tg-hmp3">0.0095</td>
<td class="tg-hmp3">0.0270</td>
<td class="tg-hmp3">0.0155</td>
<td class="tg-hmp3">0.0150</td>
</tr>
<tr>
<td class="tg-0lax">S</td>
<td class="tg-0lax">0.0217</td>
<td class="tg-0lax">0.0192</td>
<td class="tg-0lax">0.0117</td>
<td class="tg-0lax">0.0288</td>
<td class="tg-0lax">0.0221</td>
<td class="tg-0lax">0.0202</td>
</tr>
<tr>
<td class="tg-hmp3">GS</td>
<td class="tg-7dnc">0.0230</td>
<td class="tg-7dnc">0.0203</td>
<td class="tg-7dnc">0.0138</td>
<td class="tg-7dnc">0.0355</td>
<td class="tg-7dnc">0.0233</td>
<td class="tg-7dnc">0.0213</td>
</tr>
<tr>
<td class="tg-cly1" rowspan="7">FCFKDEAMC</td>
<td class="tg-0lax">G</td>
<td class="tg-0lax">0.0164</td>
<td class="tg-0lax">0.0160</td>
<td class="tg-0lax">0.0098</td>
<td class="tg-0lax">0.0285</td>
<td class="tg-0lax">0.0162</td>
<td class="tg-0lax">0.0160</td>
</tr>
<tr>
<td class="tg-hmp3">S</td>
<td class="tg-hmp3">0.0345</td>
<td class="tg-hmp3">0.0263</td>
<td class="tg-hmp3">0.0170</td>
<td class="tg-hmp3">0.0369</td>
<td class="tg-hmp3">0.0353</td>
<td class="tg-hmp3">0.0292</td>
</tr>
<tr>
<td class="tg-0lax">T</td>
<td class="tg-1wig">0.0581</td>
<td class="tg-1wig">0.0455</td>
<td class="tg-1wig">0.0283</td>
<td class="tg-1wig">0.0640</td>
<td class="tg-1wig">0.0593</td>
<td class="tg-1wig">0.0499</td>
</tr>
<tr>
<td class="tg-hmp3">SG</td>
<td class="tg-hmp3">0.0385</td>
<td class="tg-hmp3">0.0298</td>
<td class="tg-hmp3">0.0192</td>
<td class="tg-hmp3">0.0417</td>
<td class="tg-hmp3">0.0391</td>
<td class="tg-hmp3">0.0327</td>
</tr>
<tr>
<td class="tg-0lax">ST</td>
<td class="tg-0lax">0.0573</td>
<td class="tg-0lax">0.0404</td>
<td class="tg-0lax">0.0273</td>
<td class="tg-0lax">0.0526</td>
<td class="tg-0lax">0.0596</td>
<td class="tg-0lax">0.0465</td>
</tr>
<tr>
<td class="tg-hmp3">GT</td>
<td class="tg-hmp3">0.0559</td>
<td class="tg-hmp3">0.0437</td>
<td class="tg-hmp3">0.0275</td>
<td class="tg-hmp3">0.0620</td>
<td class="tg-hmp3">0.0568</td>
<td class="tg-hmp3">0.0478</td>
</tr>
<tr>
<td class="tg-0lax">SGT</td>
<td class="tg-0lax">0.0458</td>
<td class="tg-0lax">0.0391</td>
<td class="tg-0lax">0.0260</td>
<td class="tg-0lax">0.0507</td>
<td class="tg-0lax">0.0571</td>
<td class="tg-0lax">0.0450</td>
</tr>
<tr>
<td class="tg-5lax" rowspan="3">PFMMGM</td>
<td class="tg-hmp3">M</td>
<td class="tg-hmp3">0.0191</td>
<td class="tg-hmp3">0.0147</td>
<td class="tg-hmp3">0.0084</td>
<td class="tg-hmp3">0.0194</td>
<td class="tg-hmp3">0.0231</td>
<td class="tg-hmp3">0.0182</td>
</tr>
<tr>
<td class="tg-0lax">G</td>
<td class="tg-0lax">0.0196</td>
<td class="tg-0lax">0.0176</td>
<td class="tg-0lax">0.0111</td>
<td class="tg-0lax">0.0291</td>
<td class="tg-0lax">0.0198</td>
<td class="tg-0lax">0.0184</td>
</tr>
<tr>
<td class="tg-hmp3">MG</td>
<td class="tg-7dnc">0.0275</td>
<td class="tg-7dnc">0.0222</td>
<td class="tg-7dnc">0.0149</td>
<td class="tg-7dnc">0.0356</td>
<td class="tg-7dnc">0.0281</td>
<td class="tg-7dnc">0.0242</td>
</tr>
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<pre style="font-size:12px; border: 1px solid #ccc; border-radius: 4px; padding: 10px; line-height: 13pt;">@article{rahmani2021contextsPOI,<br> author = {Hossein A. Rahmani, Mohammad Aliannejadi, Mitra Baratchi, Fabio Crestani},<br> title = {A Systematic Analysis on the Impact of Contextual Information on Point-of-Interest Recommendation},<br> journal = {ACM Transactions on Information Systems (TOIS)},<br> volume = {-},<br> year = {2022},<br> url = {https://arxiv.org/pdf/2201.08150.pdf},<br> archivePrefix = {arXiv},<br> eprint = {XXX}<br>}</pre>
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Hossein A. Rahmani is a visiting researcher at the <a href="http://wi.cs.ucl.ac.uk/">WI</a> group, Universtiy College London (UCL). Previously he was a visiting research at <a href="http://ir.inf.usi.ch/">USI-IR</a>, Universita della Svizzera Italiana (USI) during this project. He recived his BSc in Software Engineering at the University of Zanjan, Iran, in 2016. Currently, he is a master's student at the University of Zanjan, Iran. He is interested in problems at the intersection of Machine Learning, Data Analysis and BigData as well as Data Mining. He is currently working on Point-of-Interest recommender systems, a project to recommend locations in location-based social networks.
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Mohammad Aliannejadi is a post-doctoral researcher at <a href="https://irlab.science.uva.nl/">IRLab</a> (formerly known as ILPS), the University of Amsterdam in The Netherlands. He obtained his Ph.D. in the Faculty of Informatics, Università della Svizzera italiana (USI) in Lugano, Switzerland. During his Ph.D., he spent four months visiting <a href="http://ciir.cs.umass.edu/">CIIR</a> at the University of Massachusetts, Amherst, USA. Before his Ph.D., he completed his MSc degree in the Department of Computer Engineering and Information Technologies at Tehran Polytechnic, Tehran, Iran.
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Mitra Baratchi works as an assistant professor in the Leiden Institute of Advanced Computer Science (LIACS) at Leiden University. She is the founder of the Special Interest Group on Spatio-Temporal Data Mining (<a href="https://stdm.liacs.leidenuniv.nl/">SIG-SDTM</a>) and member of the Automated Design of Algorithms (<a href="https://ada.liacs.nl/">ADA</a>) research group. Previously, she worked as a post doctoral researcher in the Design and Analysis of Communication Systems (DACS) group at University of Twente in the Living Smart campus project.
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