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stat.html
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<!--
Author: The JETSCAPE Collaboration
Date: 2023-04-02
This is the page for JETSCAPE STAT Working Group.
It shows role, working group members, and links to the group's pages.
-->
<!DOCTYPE html>
<html lang="en">
<head>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-NV11FXRRQX"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);} gtag('js', new Date());
gtag('config', 'G-NV11FXRRQX');
</script>
<title>STAT Working Group</title>
<meta charset="utf-8">
<meta name="description" content="JETSCAPE STAT Working Group">
<meta name="keywords" content="stat, stat working group, statistics">
<meta name="author" content="The JETSCAPE Collaboration">
<link rel="shortcut icon" type="image/x-icon" href="images/favicon.ico">
<link rel="stylesheet" href="styles/style.css">
</head>
<body>
<div id="containerFlexible">
<!-- header -->
<div class="header">
<a href="index.html">
<img src="images/jetscape_home_logo.jpg" alt="JETSCAPE Logo" class="logo"
></a>
<h1>STAT Working Group</h1>
</div>
<!-- insert navigation bar -->
<script id="insert_menu" src="scripts/nav.js"></script>
<!-- main content -->
<!-- describes the mission of the STAT working group -->
<div>
<h2>Data and Statistical Analysis Working Group (STAT)</h2>
<h3>Mission Statement</h3>
<p class="standardFont">
The Data and Statistics Working Group supports the mission of the
JETSCAPE collaboration by
</p>
<div>
<ul class="standardFont">
<li>
selecting and curating experimental data for comparison with the
JET-patch and Jetscape codes and their use in the statistical
analysis
</li>
<li>
determining which observables to perform the model-to-data
comparison on
</li>
<li>
developing the workflow/procedure how to calculate the
observables from the JET-patch and Jetscape codes in such a way
that they can be compared to experimental data
</li>
<li>
developing a framework for training Gaussian Process Emulators on
selected observables for the output of the JET-patch and Jetscape
codes
</li>
<li>
performing Gaussian Process Emulator training for each version of
these codes that is being compared to data
</li>
<li>
developing a package for distribution of trained emulators to go
along with the respective releases of the Jetscape code
</li>
<li>
developing the framework for the model-to-data analysis, including
emulators, PCA, and MCMC and develop/provide a respective code
package
</li>
<li>
performing the model to data analysis to test physics models and
interpret the resulting posterior distributions for each
version/implementation of the Jetscape code
</li>
<li>
developing a set of tools for the evaluation of the performance of
different physics models (i.e. tunes of the Jetscape code)
regarding experimental data
</li>
<li>
assisting the collaboration with gaining physics insights from the
outcome of the statistical analysis
</li>
</ul>
</div>
<!-- lists the STAT group members -->
<h3>Group Members</h3>
<div>
<h4>Conveners</h4>
<ul class="standardFont">
<li>Peter Jacobs (LBNL)</li>
<li>Raymond Ehlers (Berkeley)</li>
</ul>
<h4>PIs</h4>
<ul class="standardFont">
<li>Abhijit Majumder (WSU)</li>
<li>Steffen Bass (Duke)</li>
<li>Chun Shen (WSU)</li>
<li>Ulrich Heinz (OSU)</li>
<li>Peter Jacobs (LBNL)</li>
<li>Rainer Fries (TAMU)</li>
<li>Robert Wolpert (Duke)</li>
<li>Gunther Roland (MIT)</li>
<li>Christine Nattrass (Tennessee)</li>
<li>Ron Soltz (LLNL)</li>
</ul>
<h4>Postdoc Fellows</h4>
<ul class="standardFont">
<li>Raymond Ehlers (ORNL)</li>
<li>Matthew Kelsey (WSU)</li>
<li>Amit Kumar (McGill)</li>
<li>James Mulligan (UCB)</li>
<li>Chanwook Park (WSU)</li>
</ul>
<h4>Students and Postdocs</h4>
<ul class="standardFont">
<li>Yi Chen (MIT)</li>
<li>Daniel Pablos (McGill)</li>
<li>Lipei Du (OSU)</li>
<li>Gojko Vujanovic (WSU)</li>
<li>Jake Coleman (Duke)</li>
<li>James Mulligan (Berkeley)</li>
<li>Jean-Francois Paquet (Duke)</li>
<li>Tianyu Dai (Duke)</li>
<li>Wenkai Fan (Duke)</li>
<li>Weiyao Ke (Duke)</li>
<li>Yingru Xu (Duke)</li>
<li>Zhidong Yang (TAMU)</li>
<li>Mike McNelis (OSU)</li>
</ul>
</div>
<!-- lists STAT group's outcomes -->
<h3>Physics Outcomes</h3>
<div>
<h4>Bayesian extraction of jet coefficient</h4>
<ul class="standardFont">
<li>
<a href="https://arxiv.org/abs/2102.11337">Determining the jet transport coefficient q̂ from inclusive hadron suppression measurements using Bayesian parameter estimation</a>
</li>
<li>
<a href="https://indico.bnl.gov/event/5031/contributions/25868/attachments/21470/29304/JETSCAPE-PHY-STAT.pdf">Presentation at JETSCAPE Winter Workshop 2019</a>
</li>
<li>
<a href="https://indico.cern.ch/event/634426/contributions/3090451/">Presentation at Hard Probes 2018 Conference</a>
</li>
</ul>
</div>
</div>
<!-- insert footer -->
<script id="insert_footer" src="scripts/foot.js"></script>
</div>
</body>