762 lines
20 KiB
HTML
762 lines
20 KiB
HTML
<!doctype html>
|
||
<!--
|
||
Minimal Mistakes Jekyll Theme 4.27.1 by Michael Rose
|
||
Copyright 2013-2025 Michael Rose - mademistakes.com | @mmistakes
|
||
Free for personal and commercial use under the MIT license
|
||
https://github.com/mmistakes/minimal-mistakes/blob/master/LICENSE
|
||
---
|
||
Modified by Steffen Illium 2023 - 2024
|
||
https://steffenillium.de/about
|
||
-->
|
||
|
||
<html lang="en-US" class="no-js">
|
||
<head>
|
||
<meta charset="utf-8">
|
||
|
||
<!-- begin _includes/seo.html --><title>Soccer Team Vectors — Steffen Illium</title>
|
||
<meta name="description" content="STEVE learns soccer team embeddings from match data for analysis.">
|
||
|
||
|
||
<meta name="author" content="Steffen Illium">
|
||
|
||
<meta property="article:author" content="Steffen Illium">
|
||
|
||
|
||
|
||
<meta property="og:type" content="article">
|
||
<meta property="og:locale" content="en_US">
|
||
<meta property="og:site_name" content="Steffen Illium">
|
||
<meta property="og:title" content="Soccer Team Vectors">
|
||
<meta property="og:url" content="http://localhost:4000/research/soccer-team-vectors/">
|
||
|
||
|
||
<meta property="og:description" content="STEVE learns soccer team embeddings from match data for analysis.">
|
||
|
||
|
||
|
||
<meta property="og:image" content="http://localhost:4000/assets/figures/2_steve_algo.jpg">
|
||
|
||
|
||
|
||
|
||
|
||
<meta property="article:published_time" content="2020-03-01T00:00:00+01:00">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<link rel="canonical" href="http://localhost:4000/research/soccer-team-vectors/">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<meta name="google-site-verification" content="ZNT7_sXtFdgqBLCPLavTHWcviZRk__BNvClY8I-sFjU" />
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<!-- end _includes/seo.html -->
|
||
|
||
|
||
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
||
|
||
<script>
|
||
document.documentElement.className = document.documentElement.className.replace(/\bno-js\b/g, '') + ' js ';
|
||
|
||
</script>
|
||
|
||
<!-- For all browsers -->
|
||
<link rel="stylesheet" href="/assets/css/main.css">
|
||
<link rel="preload" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@latest/css/all.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
|
||
<noscript><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@latest/css/all.min.css"></noscript>
|
||
<!-- Academicons -->
|
||
<link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
|
||
|
||
|
||
|
||
<!-- start custom head snippets -->
|
||
|
||
<!-- insert favicons. use https://realfavicongenerator.net/ -->
|
||
|
||
<!-- end custom head snippets -->
|
||
|
||
</head>
|
||
|
||
<body class="layout--single" dir="ltr">
|
||
<nav class="skip-links">
|
||
<ul>
|
||
<li><a href="#site-nav" class="screen-reader-shortcut">Skip to primary navigation</a></li>
|
||
<li><a href="#main" class="screen-reader-shortcut">Skip to content</a></li>
|
||
<li><a href="#footer" class="screen-reader-shortcut">Skip to footer</a></li>
|
||
</ul>
|
||
</nav>
|
||
|
||
|
||
|
||
<div class="masthead">
|
||
<div class="masthead__inner-wrap">
|
||
<div class="masthead__menu">
|
||
<nav id="site-nav" class="greedy-nav">
|
||
|
||
<a class="site-title" href="/">
|
||
portfolio
|
||
<span class="site-subtitle"></span>
|
||
</a>
|
||
<ul class="visible-links"><li class="masthead__menu-item">
|
||
<a
|
||
href="/publications"
|
||
|
||
|
||
>publications</a>
|
||
</li><li class="masthead__menu-item">
|
||
<a
|
||
href="/research"
|
||
|
||
|
||
>research</a>
|
||
</li><li class="masthead__menu-item">
|
||
<a
|
||
href="/projects"
|
||
|
||
|
||
>projects</a>
|
||
</li><li class="masthead__menu-item">
|
||
<a
|
||
href="/teaching"
|
||
|
||
|
||
>teaching</a>
|
||
</li><li class="masthead__menu-item">
|
||
<a
|
||
href="/about"
|
||
|
||
|
||
>about me</a>
|
||
</li></ul>
|
||
|
||
<button class="greedy-nav__toggle hidden" type="button">
|
||
<span class="visually-hidden">Toggle menu</span>
|
||
<div class="navicon"></div>
|
||
</button>
|
||
<ul class="hidden-links hidden"></ul>
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
<div class="initial-content">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div id="main" role="main">
|
||
|
||
<div class="sidebar sticky">
|
||
|
||
|
||
|
||
<div itemscope itemtype="https://schema.org/Person" class="h-card">
|
||
|
||
|
||
<div class="author__avatar">
|
||
<a href="http://localhost:4000/">
|
||
<img src="/assets/images/newshot_2.jpg" alt="Steffen Illium" itemprop="image" class="u-photo">
|
||
</a>
|
||
</div>
|
||
|
||
|
||
<div class="author__content">
|
||
<h3 class="author__name p-name" itemprop="name">
|
||
<a class="u-url" rel="me" href="http://localhost:4000/" itemprop="url">Steffen Illium</a>
|
||
</h3>
|
||
|
||
<div class="author__bio p-note" itemprop="description">
|
||
<p><a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/">PhD. in Comp. Science</a> <br /><a href="/research/">AI Consultant & Researcher</a></p>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="author__urls-wrapper">
|
||
<button class="btn btn--inverse">Follow</button>
|
||
<ul class="author__urls social-icons">
|
||
|
||
<li itemprop="homeLocation" itemscope itemtype="https://schema.org/Place">
|
||
<i class="fas fa-fw fa-map-marker-alt" aria-hidden="true"></i> <span itemprop="name" class="p-locality">Augsburg</span>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
<li><a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fas fa-link" aria-hidden="true"></i><span class="label">LMU-Munich</span></a></li>
|
||
|
||
|
||
|
||
<li><a href="https://scholar.google.de/citations?hl=en&pli=1&user=NODAd94AAAAJ" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fab fa-google-scholar" aria-hidden="true"></i><span class="label">Scholar</span></a></li>
|
||
|
||
|
||
|
||
<li><a href="https://arxiv.org/a/illium_s_1.html" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="ai ai-arxiv" aria-hidden="true"></i><span class="label">Arxive</span></a></li>
|
||
|
||
|
||
|
||
<li><a href="https://www.researchgate.net/profile/Steffen-Illium" rel="nofollow noopener noreferrer me" itemprop="sameAs"><i class="fab fa-researchgate" aria-hidden="true"></i><span class="label">Researchgate</span></a></li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<!--
|
||
<li>
|
||
<a href="http://link-to-whatever-social-network.com/user/" itemprop="sameAs" rel="nofollow noopener noreferrer me">
|
||
<i class="fas fa-fw" aria-hidden="true"></i> Custom Social Profile Link
|
||
</a>
|
||
</li>
|
||
-->
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<article class="page" itemscope itemtype="https://schema.org/CreativeWork">
|
||
<meta itemprop="headline" content="Soccer Team Vectors">
|
||
<meta itemprop="description" content="STEVE learns soccer team embeddings from match data for analysis.">
|
||
<meta itemprop="datePublished" content="2020-03-01T00:00:00+01:00">
|
||
|
||
|
||
<div class="page__inner-wrap">
|
||
|
||
<header>
|
||
<h1 id="page-title" class="page__title" itemprop="headline">
|
||
<a href="http://localhost:4000/research/soccer-team-vectors/" itemprop="url">Soccer Team Vectors
|
||
</a>
|
||
</h1>
|
||
|
||
|
||
<p class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<span class="page__meta-readtime">
|
||
<i class="far fa-clock" aria-hidden="true"></i>
|
||
|
||
less than 1 minute read
|
||
|
||
</span>
|
||
|
||
</p>
|
||
|
||
|
||
</header>
|
||
|
||
<br>
|
||
<section class="page__content" itemprop="text">
|
||
|
||
|
||
<hr>
|
||
<header><h4 class="nav__title"><i class="fas fa-book"></i> Reference</h4></header>
|
||
|
||
<ol class="bibliography"><li><span id="muller2020soccer"><span style="font-variant: small-caps">Müller, R., Langer, S., Ritz, F., Roch, C., Illium, S., and Linnhoff-Popien, C.</span> 2020. Soccer Team Vectors. <i>Machine Learning and Knowledge Discovery in Databases: International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part II</i>, Springer International Publishing, 247–257.</span>
|
||
|
||
<div class="publication-actions" style="margin-top: 0.5em;">
|
||
|
||
<a href="/assets/publications/muller2020soccer.pdf" style="text-decoration: none;">
|
||
<button class="btn btnId btnPub--action btnPub--pdf-download"
|
||
data-umami-event="PDF Download"
|
||
data-umami-event-bibkey="muller2020soccer"
|
||
data-umami-event-slug="soccer-team-vectors"
|
||
style="outline:none; position:relative; white-space: normal; margin-right: 5px; vertical-align: middle;">
|
||
<i class="fas fa-download"></i> PDF
|
||
</button>
|
||
</a>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<button type="button" class="btn btnId btnPub--action btnPub--bibtex-download-direct"
|
||
data-umami-event="BibTeX File Download"
|
||
data-umami-event-bibkey="muller2020soccer"
|
||
data-umami-event-slug="soccer-team-vectors"
|
||
data-bibtex-json='"@inproceedings{muller2020soccer,\n title = {Soccer Team Vectors},\n author = {Müller, Robert and Langer, Stefan and Ritz, Fabian and Roch, Christoph and Illium, Steffen and Linnhoff-Popien, Claudia},\n booktitle = {Machine Learning and Knowledge Discovery in Databases: International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16--20, 2019, Proceedings, Part II},\n pages = {247--257},\n year = {2020},\n organization = {Springer International Publishing}\n}\n"'
|
||
data-bibtex-filename='muller2020soccer.bib'
|
||
|
||
style="outline:none; position:relative; white-space: normal; margin-right: 5px; vertical-align: middle;">
|
||
<i class="fas fa-download"></i> BibTeX
|
||
</button>
|
||
|
||
<button type="button" class="btn btnId btnPub--action btnPub--bibtex-copy-direct"
|
||
data-umami-event="BibTeX Copy"
|
||
data-umami-event-bibkey="muller2020soccer"
|
||
data-umami-event-slug="soccer-team-vectors"
|
||
data-bibtex-json='"@inproceedings{muller2020soccer,\n title = {Soccer Team Vectors},\n author = {Müller, Robert and Langer, Stefan and Ritz, Fabian and Roch, Christoph and Illium, Steffen and Linnhoff-Popien, Claudia},\n booktitle = {Machine Learning and Knowledge Discovery in Databases: International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16--20, 2019, Proceedings, Part II},\n pages = {247--257},\n year = {2020},\n organization = {Springer International Publishing}\n}\n"'
|
||
style="outline:none; position:relative; white-space: normal; vertical-align: middle;">
|
||
<i class="fas fa-clipboard"></i> Copy
|
||
</button>
|
||
|
||
</div></li></ol>
|
||
<hr>
|
||
|
||
|
||
<p>This research introduces <strong>STEVE (Soccer Team Vectors)</strong>, a novel methodology for learning meaningful, real-valued vector representations (embeddings) for professional soccer teams. The primary goal is to capture intrinsic team characteristics and relationships within a continuous vector space, such that teams with similar playing styles, strengths, or performance levels are positioned closely together.</p>
|
||
|
||
<p>Leveraging widely available public data from soccer matches (e.g., results, possibly performance statistics), STEVE employs machine learning techniques to generate these low-dimensional team vectors.</p>
|
||
|
||
<p>The utility of these learned representations is demonstrated through several downstream applications:</p>
|
||
|
||
<p><img src="\assets\figures\2_steve_algo.jpg" alt="alt text" style="display:block; width:60%" class="align-right" /></p>
|
||
|
||
<ul>
|
||
<li><strong>Team Market Value Estimation:</strong> The vectors serve as effective features for predicting team market values, outperforming baseline models.</li>
|
||
<li><strong>Similarity Search:</strong> The vector space allows for efficient identification of teams similar to a given query team based on proximity.</li>
|
||
<li><strong>Team Ranking:</strong> The embeddings provide a basis for generating data-driven team rankings.</li>
|
||
</ul>
|
||
|
||
<p>Across these application domains, STEVE demonstrated superior performance compared to competing approaches evaluated in the study. This work provides a valuable tool for quantitative analysis in sports analytics, enabling various machine learning tasks related to team comparison and prediction. For a comprehensive description of the methodology and results, please refer to the publication by <a class="citation" href="/publications#muller2020soccer">[Müller et al. 2020]</a>.</p>
|
||
|
||
|
||
</section>
|
||
|
||
<footer class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<p class="page__taxonomy">
|
||
<strong><i class="fas fa-fw fa-tags" aria-hidden="true"></i> Tags: </strong>
|
||
<span itemprop="keywords">
|
||
|
||
<a href="/tags/machine-learning" class="page__taxonomy-item p-category" rel="tag">machine-learning</a><span class="sep">, </span>
|
||
|
||
<a href="/tags/representation-learning" class="page__taxonomy-item p-category" rel="tag">representation-learning</a><span class="sep">, </span>
|
||
|
||
<a href="/tags/similarity-search" class="page__taxonomy-item p-category" rel="tag">similarity-search</a><span class="sep">, </span>
|
||
|
||
<a href="/tags/sports-analytics" class="page__taxonomy-item p-category" rel="tag">sports-analytics</a>
|
||
|
||
</span>
|
||
</p>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<p class="page__date"><strong><i class="fas fa-fw fa-calendar-alt" aria-hidden="true"></i> Updated:</strong> <time class="dt-published" datetime="2020-03-01T00:00:00+01:00">March 1, 2020</time></p>
|
||
|
||
</footer>
|
||
|
||
|
||
|
||
<!--
|
||
<nav class="pagination">
|
||
|
||
<a href="/teaching/operating_systems/" class="pagination--pager" title="Operating Systems TA">Previous</a>
|
||
|
||
|
||
<a href="/teaching/IOS/" class="pagination--pager" title="iOS App Development">Next</a>
|
||
|
||
</nav>
|
||
-->
|
||
|
||
</div>
|
||
|
||
|
||
</article>
|
||
|
||
|
||
|
||
|
||
<div class="page__related">
|
||
|
||
<h2 class="page__related-title">Related posts</h2>
|
||
<div class="grid__wrapper">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="list__item">
|
||
<article class="archive__item" itemscope itemtype="https://schema.org/CreativeWork"
|
||
|
||
style="display: flex; align-items: flex-start;"
|
||
|
||
>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="archive__item-teaser-list" style="margin-right: 1em; flex-shrink: 0;">
|
||
<img src="/assets/figures/21_coins_teaser.png" alt="" style="display: block;">
|
||
</div>
|
||
|
||
|
||
|
||
<div style="flex-grow: 1;" >
|
||
<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
|
||
|
||
<a href="/research/mas-emergence-safety/" rel="permalink">MAS Emergence Safety
|
||
</a>
|
||
|
||
</h2>
|
||
|
||
|
||
<p class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<span class="page__meta-readtime">
|
||
<i class="far fa-clock" aria-hidden="true"></i>
|
||
|
||
1 minute read
|
||
|
||
</span>
|
||
|
||
</p>
|
||
|
||
|
||
<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
|
||
Formalized MAS emergence misalignment; proposed safety mitigation strategies.
|
||
|
||
</p>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="list__item">
|
||
<article class="archive__item" itemscope itemtype="https://schema.org/CreativeWork"
|
||
|
||
style="display: flex; align-items: flex-start;"
|
||
|
||
>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="archive__item-teaser-list" style="margin-right: 1em; flex-shrink: 0;">
|
||
<img src="/assets/figures/20_aquarium.png" alt="" style="display: block;">
|
||
</div>
|
||
|
||
|
||
|
||
<div style="flex-grow: 1;" >
|
||
<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
|
||
|
||
<a href="/research/aquarium-marl-environment/" rel="permalink">Aquarium MARL Environment
|
||
</a>
|
||
|
||
</h2>
|
||
|
||
|
||
<p class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<span class="page__meta-readtime">
|
||
<i class="far fa-clock" aria-hidden="true"></i>
|
||
|
||
1 minute read
|
||
|
||
</span>
|
||
|
||
</p>
|
||
|
||
|
||
<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
|
||
Aquarium: Open-source MARL environment for predator-prey studies.
|
||
|
||
</p>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="list__item">
|
||
<article class="archive__item" itemscope itemtype="https://schema.org/CreativeWork"
|
||
|
||
style="display: flex; align-items: flex-start;"
|
||
|
||
>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="archive__item-teaser-list" style="margin-right: 1em; flex-shrink: 0;">
|
||
<img src="/assets/images/projects/arch.png" alt="" style="display: block;">
|
||
</div>
|
||
|
||
|
||
|
||
<div style="flex-grow: 1;" >
|
||
<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
|
||
|
||
<a href="/projects/server-administration/" rel="permalink">LMU DevOps Admin
|
||
</a>
|
||
|
||
</h2>
|
||
|
||
|
||
<p class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<span class="page__meta-readtime">
|
||
<i class="far fa-clock" aria-hidden="true"></i>
|
||
|
||
2 minute read
|
||
|
||
</span>
|
||
|
||
</p>
|
||
|
||
|
||
<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
|
||
Managed LMU chair IT: Kubernetes, CI/CD, automation (2018-2023).
|
||
|
||
</p>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="list__item">
|
||
<article class="archive__item" itemscope itemtype="https://schema.org/CreativeWork"
|
||
|
||
style="display: flex; align-items: flex-start;"
|
||
|
||
>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="archive__item-teaser-list" style="margin-right: 1em; flex-shrink: 0;">
|
||
<img src="/assets/figures/19_binary_primates_teaser.jpg" alt="" style="display: block;">
|
||
</div>
|
||
|
||
|
||
|
||
<div style="flex-grow: 1;" >
|
||
<h2 class="archive__item-title no_toc" itemprop="headline" style="text-align: left !important;">
|
||
|
||
<a href="/research/primate-subsegment-sorting/" rel="permalink">Primate Subsegment Sorting
|
||
</a>
|
||
|
||
</h2>
|
||
|
||
|
||
<p class="page__meta">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<span class="page__meta-readtime">
|
||
<i class="far fa-clock" aria-hidden="true"></i>
|
||
|
||
1 minute read
|
||
|
||
</span>
|
||
|
||
</p>
|
||
|
||
|
||
<p class="archive__item-excerpt" itemprop="description" style="text-align: left;">
|
||
Binary subsegment presorting improves noisy primate sound classification.
|
||
|
||
</p>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
</div>
|
||
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<div id="footer" class="page__footer">
|
||
<footer>
|
||
<!-- start custom footer snippets -->
|
||
|
||
<!-- end custom footer snippets -->
|
||
<div class="page__footer-follow">
|
||
<ul class="social-icons">
|
||
|
||
<li><strong>Contact:</strong></li>
|
||
|
||
|
||
|
||
|
||
|
||
<li><a href="mailto:steffen.illium@ifi.lmu.de" rel="nofollow noopener noreferrer"><i class="fas fa-fw fa-envelope" aria-hidden="true"></i> Email</a></li>
|
||
|
||
|
||
|
||
<li><a href="https://www.linkedin.com/in/steffen-illium/" rel="nofollow noopener noreferrer"><i class="fab fa-fw fa-linkedin" aria-hidden="true"></i> LinkedIn</a></li>
|
||
|
||
|
||
|
||
<li><a href="https://gitea.steffenillium.de/steffen" rel="nofollow noopener noreferrer"><i class="fab fa-git-alt" aria-hidden="true"></i> Gitea</a></li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<li><a href="/status/" rel="nofollow noopener noreferrer"><img src="https://uptime.steffenillium.de/api/badge/2/status" alt="System Status"></a></li>
|
||
|
||
</ul>
|
||
</div>
|
||
|
||
<div class="page__footer-copyright">© 2025 <a href="http://localhost:4000">Steffen Illium</a>. Powered by <a href="https://jekyllrb.com" rel="nofollow">Jekyll</a> & <a href="https://mademistakes.com/work/jekyll-themes/minimal-mistakes/" rel="nofollow">Minimal Mistakes</a>.</div>
|
||
|
||
</footer>
|
||
</div>
|
||
|
||
|
||
|
||
<script src="/assets/js/main.min.js"></script>
|
||
|
||
<script src="/assets/js/custom-bibtex.js"></script>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
</body>
|
||
</html>
|