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<!doctype html>
<!--[if IE 7 ]> <html lang="en-gb" class="isie ie7 oldie no-js"> <![endif]-->
<!--[if IE 8 ]> <html lang="en-gb" class="isie ie8 oldie no-js"> <![endif]-->
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<html lang="en-gb" class="no-js">
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<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1">
<!--[if lt IE 9]>
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
<![endif]-->
<title>Kristin Linn - PhD</title>
<meta name="description" content="">
<meta name="author" content="Kristin Linn">
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<script src="http://html5shim.googlecode.com/svn/trunk/html5.js"></script>
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<script type="text/javascript" src="http://explorercanvas.googlecode.com/svn/trunk/excanvas.js"></script>
<![endif]-->
<link rel="stylesheet" href="css/bootstrap.min.css" />
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<!-- Owl Carousel Assets -->
<link href="js/owl-carousel/owl.carousel.css" rel="stylesheet">
<link rel="stylesheet" href="css/styles.css" />
<!-- Font Awesome -->
<link href="font/css/font-awesome.min.css" rel="stylesheet">
</head>
<body>
<header class="header">
<div class="container">
<nav class="navbar navbar-inverse" role="navigation">
<div class="navbar-header">
<button type="button" id="nav-toggle" class="navbar-toggle" data-toggle="collapse" data-target="#main-nav">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
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</button>
<a href="#" class="navbar-brand scroll-top logo"><b>Kristin Linn, Ph.D.</b></a>
</div>
<!--/.navbar-header-->
<div id="main-nav" class="collapse navbar-collapse">
<ul class="nav navbar-nav" id="mainNav">
<li class="active"><a href="#home" class="scroll-link">Home</a></li>
<li><a href="#aboutMe" class="scroll-link">About Me</a></li>
<li><a href="#aboutUs" class="scroll-link">Experience</a></li>
<!-- <li><a href="#experience" class="scroll-link">Experience</a></li>
-->
<li><a href="#skills" class="scroll-link">Projects</a></li>
<li><a href="#cv" class="scroll-link">CV</a></li>
<li><a href="#fifthmoment" class="scroll-link">E[X^5]</a></li>
<li><a href="#contactUs" class="scroll-link">Contact me</a></li>
</ul>
</div>
<!--/.navbar-collapse-->
</nav>
<!--/.navbar-->
</div>
<!--/.container-->
</header>
<!--/.header-->
<div id="#top"></div>
<section id="home">
<div class="banner-container">
<img id="bgimg" src="images/hist.jpeg" alt="banner"></img>
<div class="container banner-content">
<div id="da-slider" class="da-slider">
<div class="da-slide">
<h2>Data Scientist</h2>
<p> I specialize in the statistical analysis of biomedical data. Proponent of data-driven decisions in all areas of life. </p>
<div class="da-img"></div>
</div>
<div class="da-slide">
<h2>Post-doctoral Researcher</h2>
<p>I am interested in the intersection of causal inference and machine learning with applications to large neuroimaging data.</p>
<div class="da-img"></div>
</div>
<div class="da-slide">
<h2>R Hacker</h2>
<p>I'll be attending the Recurse Center (formerly Hacker School) in Fall 2015 to become a more well-rounded hacker.</p>
<div class="da-img"></div>
</div>
<div class="da-slide">
<h2>The Fifth Moment </h2>
<p>You may have seen me with purple hair. I'm in a statistics cover band. We're on YouTube. </p>
<div class="da-img"></div>
</div>
<nav class="da-arrows">
<span class="da-arrows-prev"></span>
<span class="da-arrows-next"></span>
</nav>
</div>
</div>
</div>
</section>
<section id="aboutMe">
<div class="container">
<div class="text-center">
<h1>Hi, I'm Kristin.</h1>
<div class="txtHead"><h3><img src="images/kristin.jpg" alt="kristin" /></h3>
</div>
<div class="txtHead">
Data Scientist located in Philly.
</div>
<div class="txtHead">
Trained as a statistician.
</div>
<div class="txtHead">
Wannabe hacker.
</div>
<div class="txtHead">
Interested in causal inference, machine learning, and medical data.
</div>
<div class="txtHead">
Loves North Carolina pulled pork sandwiches.
</div>
</div>
</div>
</section>
<!--About-->
<section id="aboutUs" class="secPad">
<div class="container">
<div class="heading text-center">
<!-- Heading -->
<h2>I am currently a Post-doctoral Researcher</h2>
<p>in the Department of Biostatistics and Epidemiology at the University of Pennsylvania</p>
</div>
<div class="row">
<!-- item -->
<div class="col-md-4 text-center tileBox">
<div class="txtHead">
<h3>Ph.D. <span class="id-color">Statistics</span></h3>
</div>
<p>North Carolina State University, 2014</p>
<h3><img src="images/state.jpg" alt="state" /></h3>
</div>
<!-- end: -->
<!-- item -->
<div class="col-md-4 text-center tileBox">
<div class="txtHead">
<h3>M. Stat <span class="id-color"></span></h3>
</div>
<p>North Carolina State University, 2011</p>
<h3><img src="images/state.jpg" alt="state" /></h3>
</div>
<!-- end: -->
<!-- item -->
<div class="col-md-4 text-center tileBox">
<div class="txtHead">
<h3>B.M. <span class="id-color">Music Performance </span></h3>
</div>
<p>University of Michigan, 2008</p>
<h3><img src="images/umich.jpg" alt="state" /></h3>
</div>
<!-- end: -->
</div>
</div>
</section>
<!--Quote-->
<!-- <section id="quote" class="bg-parlex">
<div class="parlex-back">
<div class="container secPad text-center">
<h2>I aim to</h2>
</div>
--> <!--/.container
</div>
</section>
-->
<!--Skills-->
<!--
<section id="skills" class="secPad white">
<div class="container">
<div class="heading text-center">
<!-- Heading
<h2>My Projects</h2>
<p></p>
</div>
<div class="row">
<div class="col-sm-6">
<h2>Data Analysis</h2>
<p class="mrgBtm20">
I have worked on numerous methodological and applied projects. Below is a summary of my expertise. Please see my full CV for a complete picture of my experience.
</p>
<div class="row">
<div class="col-md-2 skilltitle">Treatment Regimes</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="90" aria-valuemin="0" aria-valuemax="100" style="width: 90%;">
<span class="sr-only">90% Complete</span>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-2 skilltitle">Causal Inference</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="80" aria-valuemin="0" aria-valuemax="100" style="width: 80%;">
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</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-2 skilltitle">Neuroimaging Analysis</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="
60" aria-valuemin="0" aria-valuemax="100" style="width:
60%;">
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<div class="row">
<div class="col-md-2 skilltitle">Machine Learning</div>
<div class="col-md-8">
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55" aria-valuemin="0" aria-valuemax="100" style="width:
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</div>
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<div class="row">
<div class="col-md-2 skilltitle">Bayesian
Statistics</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="50" aria-valuemin="0" aria-valuemax="100" style="width: 50%;">
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</div>
</div>
</div>
</div>
</div>
<div class="col-sm-6">
<h2>Programming </h2>
<p class="mrgBtm20">
I'm no Hadley Wickham, but I have over 5 years of experience programming in R. I constantly strive to improve my programming skills and seek opportunities to learn new languages.
</p>
<div class="row">
<div class="col-md-2 skilltitle">R</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="90" aria-valuemin="0" aria-valuemax="100" style="width: 90%;">
<span class="sr-only">90% Complete</span>
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</div>
</div>
</div>
<div class="row">
<div class="col-md-2 skilltitle">SAS</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="75" aria-valuemin="0" aria-valuemax="100" style="width: 75%;">
<span class="sr-only">75% Complete</span>
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</div>
</div>
</div>
<div class="row">
<div class="col-md-2 skilltitle">Python</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="50" aria-valuemin="0" aria-valuemax="100" style="width: 50%;">
<span class="sr-only">50% Complete</span>
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</div>
<div class="row">
<div class="col-md-2 skilltitle">C++</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="
40" aria-valuemin="0" aria-valuemax="100" style="width:
40%;">
<span class="sr-only">40% Complete</span>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-md-2 skilltitle">SQL</div>
<div class="col-md-8">
<div class="progress">
<div class="progress-bar" role="progressbar" aria-valuenow="20" aria-valuemin="0" aria-valuemax="100" style="width: 20%;">
<span class="sr-only">20% Complete</span>
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</div>
</div>
</div>
</div>
</div>
</div>
</section>
-->
<!--Experience-->
<!-- <section id="experience" class="secPad">
<div class="container">
<div class="heading text-center">
<!- Heading -->
<!-- <h2>Academic timeline</h2> -->
<!-- <p> A time line of my academic life</p> -->
<!-- </div> -->
<!-- <div id="timeline"><div class="row timeline-movement timeline-movement-top">
<div class="timeline-badge timeline-future-movement">
<a href="#">
<span class="glyphicon glyphicon-plus"></span>
</a>
</div>
<div class="timeline-badge timeline-filter-movement">
<a href="#">
<span class="glyphicon glyphicon-time"></span>
</a>
</div>
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-->
<!-- <div class="row timeline-movement"> -->
<!-- <div class="timeline-badge">
<span class="timeline-balloon-date-day">May</span>
<span class="timeline-balloon-date-month">2014</span>
</div>
-->
<!-- <div class="col-sm-6 timeline-item">
<div class="row">
<div class="col-sm-11">
<div class="timeline-panel credits">
<ul class="timeline-panel-ul">
<li><span class="importo">
Department of Biostatistics and Epidemiology, University of Pennsylvania</span></li>
<li><span class="causale"> Mentor: Dr. Russell Taki Shinohara</span> </li>
<li><span class="causale"> Interests include causal inference, machine learning, imaging, functional and longitudinal data. </span>
<li><p><small class="text-muted"> 2014 - Present</small></p> </li>
</ul>
</div>
</div>
</div>
</div>
</div>
-->
<!-- <div class="row timeline-movement">
<div class="timeline-badge">
<span class="timeline-balloon-date-day">May</span>
<span class="timeline-balloon-date-month">2014</span>
</div>
<div class="col-sm-offset-6 col-sm-6 timeline-item">
<div class="row">
<div class="col-sm-offset-1 col-sm-11">
<div class="timeline-panel debits">
<ul class="timeline-panel-ul">
<li><span class="importo">Graduated from the PhD program at NC State</span></li>
<li><span class="causale">Dissertation title : Interactive Model Building Techniques for Non-smooth Functionals in Dynamic Treatment Regimes </span> </li>
<li><p><small class="text-muted"> 2009 - 2014</small></p> </li>
</ul>
</div>
</div>
</div>
</div>
</div>
--> <!--due -->
<!--
<div class="row timeline-movement">
<div class="timeline-badge">
<span class="timeline-balloon-date-day">Dec</span>
<span class="timeline-balloon-date-month">2011</span>
</div>
<div class="col-sm-offset-6 col-sm-6 timeline-item">
<div class="row">
<div class="col-sm-offset-1 col-sm-11">
<div class="timeline-panel debits">
<ul class="timeline-panel-ul">
<li><span class="importo">Masters in Statistics at NC State</span></li>
<li><span class="causale"> </span> </li>
<li><p><small class="text-muted"> 2011</small></p> </li>
</ul>
</div>
</div>
</div>
</div>
</div>
<div class="row timeline-movement">
<div class="timeline-badge">
<span class="timeline-balloon-date-day">Aug</span>
<span class="timeline-balloon-date-month">2009</span>
</div>
-->
<!-- <div class="col-sm-6 timeline-item">
<div class="row">
<div class="col-sm-11">
<div class="timeline-panel credits">
<ul class="timeline-panel-ul">
<li><span class="importo">Entered PhD program at NC State</span></li>
<li><span class="causale"></span> </li>
<li><p><small class="text-muted"> 2009</small></p> </li>
</ul>
</div>
</div>
</div>
</div>
</div>
<div class="row timeline-movement">
<div class="timeline-badge">
<span class="timeline-balloon-date-day">Apr</span>
<span class="timeline-balloon-date-month">2008</span>
</div>
<div class="col-sm-offset-6 col-sm-6 timeline-item">
<div class="row">
<div class="col-sm-offset-1 col-sm-11">
<div class="timeline-panel debits">
<ul class="timeline-panel-ul">
<li><span class="importo">Graduated from University of Michigan</span></li>
<li><span class="causale"></span> </li>
<li><p><small class="text-muted"> 2008</small></p> </li
</ul>
</div>
</div>
</div>
</div>
-->
<!-- </div>
</div>
</div>
</section>
<!- -->
<!--Portfolio-->
<section id="skills" class="page-section section appear clearfix secPad">
<div class="container">
<div class="heading text-center">
<!-- Heading -->
<h2>Projects</h2>
<!-- <p>Ongoing work, publications, and software</p> -->
</div>
<div class="row">
<nav id="filter" class="col-md-12 text-center">
<ul>
<li><a href="#" class="current btn-theme btn-small" data-filter="*">All</a></li>
<li><a href="#" class="btn-theme btn-small" data-filter=".projects">Ongoing Projects</a></li>
<li><a href="#" class="btn-theme btn-small" data-filter=".pubs">Publications</a></li>
<li><a href="#" class="btn-theme btn-small" data-filter=".software">Software</a></li>
</ul>
</nav>
<div class="col-md-12">
<div class="row">
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<h5>The Recurse Center, NYC</h5><i class="fa fa-arrows-alt fa-2x"></i></a>
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<h4>I will be taking a leave from my postdoctoral research August 17, 2015 through November 5, 2015 to attend the
<a href="https://www.recurse.com/" target="_blank">Recurse Center</a> in New York City.
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<a id="inline" href="#ipw" class="fancybox"><h5>Inverse Probability Weighting for Addressing Confounding in Machine Learning and Neuroimaging</h5><i class="fa fa-arrows-alt fa-2x"></i>
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<h4>Example code implementing inverse probability weighting with SVMs can be found
<a href="https://github.com/kalinn/IPW-SVM" target="_blank"> here</a>. Please check back for a forthcoming paper soon.
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<a id="inline" href="#iqLearnR" class="fancybox"><h5>iqLearn: Interactive Q-learning in R for Dynamic Treatment Regimes</h5><i class="fa fa-arrows-alt fa-2x"></i>
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<h4>An R package for implementing
<a href="http://biomet.oxfordjournals.org/content/101/4/831.abstract" target="_blank"> IQ-Learning</a> to estimate optimal dynamic treatment regimes from two-stage randomized trials. The corresponding Journal of Statistical Software paper can be found <a href="http://www.jstatsoft.org/v64/i01" target="_blank">here</a>. A newer R package for Dynamic Treatment Regimes is forthcoming; please check back here for details.
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<a id="inline" href="#qiqLearn" class="fancybox"><h5> Interactive Q-learning for Probabilities and Quantiles</h5><i class="fa fa-arrows-alt fa-2x"></i>
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<h4>Methods for estimating dynamic treatment regimes that optimize threshold probabilities and quantiles of the response distribution. The manuscript is under review and can be found on arXiv <a href="http://arxiv.org/abs/1407.3414" target="_blank">here</a>.
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<a id="inline" href="#dtrbook" class="fancybox"><h5>Estimation of Dynamic Treatment Regimes for Complex Outcomes:
Balancing Benefits and Risks</h5><i class="fa fa-arrows-alt fa-2x"></i>
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<h4>To appear as a chapter in a new textbook on Dynamic Treatment Regimes. Please check back soon for more details.
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<h4>Please check back soon for more details.
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<h1>A pdf version of my CV can be found <a href="files/LinnCV.pdf" target="_blank">here</a>.</h1>
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<p>In graduate school, I played in a statistics cover band. Our YouTube videos are linked below.</p>
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<p> <a href="http://www.youtube.com/watch?v=VY1e_vTmZKA&context=C3b98999ADOEgsToPDskJHNxmMTgim4SFtEZgBYDj9" target="_blank">Super Bayes</a></p>
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<p> <a href="http://www.youtube.com/watch?v=zdhqQGrCITI&context=C3b98999ADOEgsToPDskJHNxmMTgim4SFtEZgBYDj9" target="_blank">The Line</a></p>
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<p> <a href="http://www.youtube.com/watch?v=zO63SQkeuW0" target="_blank">If You'd Be My Bayesian</a></p>
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<h2>klinn at upenn dot edu</h2>
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