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<!DOCTYPE html>
<!--
Plain-Academic by Vasilios Mavroudis
Released under the Simplified BSD License/FreeBSD (2-clause) License.
https://github.com/mavroudisv/plain-academic
-->
<html lang="en">
<head>
<title>PlantedML</title>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.4.1/jquery.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/js/bootstrap.min.js"></script>
<link rel="stylesheet" href="https://www.w3schools.com/w3css/4/w3.css">
<link rel="stylesheet" href="https://www.w3schools.com/lib/w3-theme-grey.css">
<link href='https://fonts.googleapis.com/css?family=Oswald:700' rel='stylesheet' type='text/css'>
<link href="https://fonts.googleapis.com/css?family=Source+Code+Pro&display=swap" rel="stylesheet">
<link href='http://fonts.googleapis.com/css?family=Lato&subset=latin,latin-ext' rel='stylesheet' type='text/css'>
<style>
a:link {
color: #e85338;
background-color: transparent;
text-decoration: none;
}
a:visited {
color: #e85338;
background-color: transparent;
text-decoration: none;
}
a:hover {
color: red;
background-color: transparent;
text-decoration: underline;
}
a:active {
color: #e85338;
background-color: transparent;
text-decoration: underline;
}
</style>
<style>
.filterDiv {
display: none;
}
.show {
display: inline-block;
}
/* Style the buttons */
.btn {
border: none;
outline: none;
padding: 12px 16px;
background-color: #f1f1f1;
cursor: pointer;
}
.btn:hover {
background-color: #ddd;
}
.btn.active {
background-color: #666;
color: white;
outline-color: #e85338;
}
</style>
<style>
.filterDiv2 {
display: none;
}
.show {
display: inline-block;
}
/* Style the buttons */
.btn {
border: none;
outline: none;
padding: 4px 16px;
background-color: #f1f1f1;
cursor: pointer;
}
.btn2 {
border: none;
outline: none;
padding: 1px 10px;
background-color: #f1f1f1;
cursor: pointer;
}
.btn:hover {
background-color: #ddd;
}
.btn.active {
background-color: #666;
color: white;
outline-color: #e85338;
}
</style>
<style>
.center {
text-align: center
}
</style>
<style>
#content img {
border-radius: 50%;
}
</style>
<style>
#content figcaption {
font-family: Verdana, Geneva, sans-serif;
font-size: 12px;
text-shadow: none;
color: black;
text-align: center;
height: auto;
}
</style>
<style>
figcaption {
font-family: Verdana, Geneva, sans-serif;
font-size: 12px;
text-shadow: none;
color: black;
text-align: center;
height: auto;
}
</style>
</head>
<body>
<!-- Navigation -->
<nav class="navbar navbar-inverse">
<div class="container">
<ul class="nav navbar-nav">
<li><a href="./index.html">Home</a></li>
<!-- <li><a href="./Projects.html">Projects</a></li> -->
<li><a href="./Planted_Forest.html">Random Planted Forest</a></li>
</ul>
</div>
</nav>
<!-- Page Content -->
<div class="container">
<div class="row row-grid">
<!-- Contact Info on the Sidebar -->
<!-- Entries Column -->
<div class="col-md-8"> <!-- style="height: 100vh;"> -->
<h2 id="pub">PlantedML</h2>
<div style="margin-top:7%; text-align:justify;">
<p style="font-family:Helvetica Neue;font-size: 14px">
Planted Machine Learning (PlantedML) is a new class of interpretable machine learning algorithms with the goal to combine accuracy and intelligibility. PlantedML algorithms discover and learn low dimensional structures along a planted path.<br>
<!--
<figure>
<img src="Model5.jpg" alt= "image1" height="180">
<figcaption>Illustration of a random planted forest showing excellent performance in the detection of jumps.</figcaption>
</figure>
-->
<br>
<h4>Team</h4>
<div id="content">
<ul class="list-unstyled list-inline text-center">
<li>
<img src="joseph.jpg" alt= "image1" height="120">
<figcaption> <a href="https://stat.math.uni-heidelberg.de/people_detail.php?id=238" target=_blank> Joseph Meyer</a> <br> PhD Student <br> Heidelberg University</figcaption>
</li>
<!--
<li>
<img src="31_t400.jpg" alt= "image1" height="120">
<figcaption> <a href="https://stat.math.uni-heidelberg.de/people_detail.php?id=244" target=_blank> Ricardo Blum</a> <br> PhD Student <br> Heidelberg University</figcaption>
</li>
-->
<li>
<img src="mammen.jpg" alt= "image3" height="120">
<figcaption><a href="https://stat.math.uni-heidelberg.de/~emammen/" target=_blank> Enno Mammen</a> <br> Professor <br> Heidelberg University</figcaption>
</li>
<li>
<img src="munir.jpg" alt= "image2" height="120">
<figcaption><a href="https://mhiabu.github.io/" target=_blank> Munir Hiabu </a><br> Assistant Professor <br> University of Copenhagen</figcaption>
</li>
<li>
<img src="marvin_small.jpg" alt= "image2" height="120">
<figcaption><a href="https://mnwright.github.io/" target=_blank> Marvin Wright</a><br> Professor <br> The Leibniz Institute for Prevention <br> Research and Epidemiology - BIPS</figcaption>
</li>
<li>
<img src="6e683d547bdc0e9aef7c8c03b0ff5d29.jpeg" alt= "image2" height="120">
<figcaption><a href="https://lukasburk.de/" target=_blank> Lukas Burk</a><br> PhD Student <br> The Leibniz Institute for Prevention <br>Research and Epidemiology - BIPS</figcaption>
</li>
<li>
<img src="1.png" alt= "image3" height="120">
<figcaption><a href="" target=_blank> Maike Spankus</a> <br> Research Assistant <br> Heidelberg University</figcaption>
</li>
</ul>
</div>
</div>
</div>
<div class="col-md-4"> <!-- style="height: 100vh;"> -->
<!--<h3 id="pub">News</h3>
<p></p><hr><p>
<div style="margin-top:10%; text-align:justify;">
<p style="font-family:Helvetica Neue;font-size: 14px">
19/12/2020: Enno Mammen gave a plenary talk on Random Planted Forest at <a href=" http://www.cmstatistics.org/CMStatistics2020/" target=_blank>CMStatistics 2020</a> <br><br>
01/01/2021: Random Planted Forest paper and code is now available <a href="https://arxiv.org/abs/2012.14563" target=_blank>[arxiv]</a>
<a href="https://github.com/PlantedML/Planted_Forest" target=_blank>[github] </a> <br>
</div>
-->
<h3 id="pub">Publications and Preprints</h3>
<br>
<ul style="font-size:14px">
<li class="paper">
<p class="w3-theme-l4" style="font-family:Source Code Pro;font-size:15px; font-weight: 100" > Hiabu, Meyer, Wright: Unifying local and global model explanations by functional decomposition of low dimensional structures
<a href="https://arxiv.org/abs/2208.06151" target=_blank>[arxiv link]</a> <a href=" https://github.com/PlantedML/glex" target=_blank>[github]</a> </p>
</li>
<li class="paper">
<p class="w3-theme-l4" style="font-family:Source Code Pro;font-size:15px; font-weight: 100" >
Hiabu, Mammen, Meyer: Random Planted Forest: a directly interpretable tree ensemble <a href="https://arxiv.org/abs/2012.14563" target=_blank>[arxiv link]</a> <a href="https://github.com/PlantedML/randomPlantedForest" target=_blank>[github] </a> <a href="http://plantedml.com/randomPlantedForest/" target=_blank>[webpage]</a></p>
</li>
</ul>
</div>
</div>
</body>
</html>