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<!--
This is the entry point to my website.
-->
<!DOCTYPE html>
<html lang="en">
<head>
<!--The style of css etc.-->
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<!--
Set the initial zoom level when the page is first loaded by the browser.
- The width=device-width part sets the width of the page to follow the screen-width of the device (which will vary depending on the device).
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<meta name="viewport" content="width=device-width, initial-scale=1">
<!--
For search engines.
-->
<meta name="author" content="Yun-Shiuan (Sean) Chuang">
<meta name="keywords" content="Yun-Shiuan Chuang, Sean Chuang">
<title>Yun-Shiuan (Sean) Chuang</title>
<!-- Style Sheets -->
<!-- Bootstrap Core CSS -->
<link href="vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<!-- Custom Fonts -->
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<![endif]-->
</head>
<body id="page-top" class="index">
<!--
Navigation Bar
- will be filled in by JS.
-->
<!-- Navigation Bar -->
<nav id="mainNav" class="navbar navbar-default navbar-custom navbar-fixed-top">
<div class="container">
<!-- Brand and toggle get grouped for better mobile display -->
<div class="navbar-header page-scroll">
<button type="button" class="navbar-toggle" data-toggle="collapse"
data-target="#bs-example-navbar-collapse-1">
<span class="sr-only">Toggle navigation</span> Menu <i class="fa fa-bars"></i>
</button>
</div>
<!-- Collect the nav links, forms, and other content for toggling -->
<div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
<ul class="nav navbar-nav">
<li>
<a class="page-scroll" href="#headerpage">Home</a>
</li>
<li>
<a class="page-scroll" href="#headerpublication">Publications</a>
</li>
<li>
<a class="page-scroll" href="#headerexperience">Experiences</a>
</li>
<li>
<a class="dropdown-toggle" data-toggle="dropdown" href="#" id="nav-project">Projects
<span class="caret"></span></a>
<ul class="dropdown-menu" id="nav_experiences">
<li><a class="page-scroll" href="#R_FB">Facebook Filter Bubbles (Big Data)</a>
</li>
<li><a class="page-scroll" href="#R_LAMBDA">Numerical Cognition and Neural
Representation
(fMRI)</a></li>
<li><a class="page-scroll" href="#R_ADM">Personal Values & Risk-taking (fMRI)
</a></li>
</ul>
</li>
<li>
<a class="page-scroll" href="#headerother" id="other_tab">Other</a>
</li>
<li>
<a class="page-scroll" href="#headercontact">Contact</a>
</li>
</ul>
</div>
<!-- /.navbar-collapse -->
</div>
<!-- /.container-fluid -->
</nav>
<!-- Header -->
<section id="headerpage">
</section>
<!-- Intro -->
<section id="intro">
<!--Each section contains several divs-->
<div class="container top-container">
<div class="row">
<!-- The left column: photo and badges -->
<div class="col-lg-5">
<div class="text-center">
<img src="img/about/me.png" class="img-responsive center-image" alt="" style="margin-top: 0px"
width="250">
</div>
<div class="text-center">
<h3>Yun-Shiuan (Sean) Chuang</h3>
<p class="larger"> Master's Student in Computer Science & <br /> Ph.D. Student in Cognitive
Science
</p>
<p class="larger">University of Wisconsin-Madison</p>
</div>
<!-- Badges -->
<div class="badge-container text-center">
<!-- LinkedIn -->
<a target="_blank" rel="noopener noreferrer"
href="https://www.linkedin.com/in/yunshiuanchuang/"><img src="img/about/icon_linkedin.jpg"
height="40px" class="icon-badge"></a>
<!-- GitHub -->
<a target="_blank" rel="noopener noreferrer" href="https://github.com/yunshiuan"><img
src="img/about/icon_github.png" height="40px" class="icon-badge"></a>
<!-- CV -->
<a target="_blank" rel="noopener noreferrer"
href="files/about/Resume_YunShiuan_DS_20201109_v4.pdf"><img
src="img/about/icon_CV.png" height="40px" class="icon-badge"></a>
</div>
</div>
<!-- The right column: text -->
<div class="col-lg-7 text-center">
<!--"col-md-4": To center the text-->
<h1 class="section-heading text-left">About Me</h1>
<!--The text of this section-->
<p class="larger text-black justify">
My research focuses on <b>using machine learning to improve human-machine
interactions</b>.
<br /><br />
I am currently an
<b>M.S.
Computer Science</b> and
<b>Ph.D.
Cognitive Science</b> student at University of Wisconsin - Madison.
Before that, I was a
full-time research
associate at <i><a target="_blank" rel="noopener noreferrer"
href="http://ai.robo.ntu.edu.tw/en/about.php" class="text-black">Center for
Artificial
Intelligence and Advanced Robotics</a></i>
conducting
research
on social cognition module for assistive robots.
<br /><br />
My expertise includes data science, AI, ML, conducting research on human-machine interaction.
<br /><br />
I am looking for 2021 summer internship as <b>a data scientist, a machine learning engineer, an
applied scientist, or a software engineer!</b>
<br /><br /></p>
</div>
</div>
<div class="row text-center">
<!-- Education -->
<div class="col-md-12 text-left text-black large">
<h3 class="section-heading text-left line"> Education </h3>
<!-- UW-Madison PhD -->
<div class="card">
<h4>University of Wisconsin - Madison</h4>
<p> <span class="large">M.S. in Computer Science & Ph.D. in Cognition and Cognitive
Neuroscience</span> <span><i>(09/2019-present)</i></span></p>
<ul style="list-style-type: square">
<li>GPA : 4.00/4.00</li>
<li>Selected Courses: Artificial Intelligence, Machine Learning, Deep Learning, Data
Structures
and Algorithms, Computational Cognitive Sciences</li>
</ul>
</div>
</br>
<!--UW-Madison Visiting-->
<div class="card">
<h4>University of Wisconsin - Madison</h4>
<p> <span class="large">Visiting Student Researcher</span> <span><i>(09/2017-06/2018)</i></span>
</p>
<ul style="list-style-type: square" class="text-left">
<li>GPA: 4.00/4.00</li>
<li>Fully-funded by Study Abroad Scholarship for Future Scholars (Ministry of Education,
Taiwan)
</li>
</ul>
</div>
</br>
<!--NTU-->
<div class="card">
<h4>National Taiwan University </h4>
<p> <span class="large">Bachelor of Science in Psychology</span>
<span><i>(09/2013-06/2018)</i></span></p>
<ul style="list-style-type: square" class="text-left">
<li>GPA : 4.20/4.30 (Rank: 2 / 62)</li>
<li>Dean's Award of College of Science; Presidential Awards (7 out of 8 semesters)</li>
<li>Selected Courses: Data Science, Statistical Analysis, Psychology Experiment Design,
Multivariate Analysis</li>
</ul>
</div>
</div>
<!-- SKILLS -->
<div class="col-md-12 text-left text-black large">
<h3 class="section-heading line text-left"> Skills</h3>
<!-- Programming languages -->
<div class="text-black large card">
<h4>Programming Languages</h4>
<ul style="list-style-type: square">
<li><b>Machine Learning</b>: TensorFlow, Scikit-learn</li>
<li><b>Languages</b>: Python, R, MATLAB, SQL,
Java, Shell, Git, JavaScript, HTML, CSS,
LaTeX</li>
</ul>
</div>
</br>
<!-- Package development -->
<div class="text-black large card">
<h4>Package Development</h4>
<ul style="list-style-type: square">
<li>Author of the R package: <a target="_blank" rel="noopener noreferrer"
href="https://github.com/yunshiuan/label4MRI"><u>label4MRI</u></a>
- a toolbox for labeling brain image (27 stars and 13 forks on GitHub)</li>
<li>Contributor of the MATLAB toolbox: <a target="_blank" rel="noopener noreferrer"
href="https://github.com/yunshiuan/rsatoolbox"><u>rsatoolbox</u></a></li>
</ul>
</div>
</br>
<!-- Statistical Models -->
<div class="text-black large card">
<h4>Advanced Statistics</h4>
<ul style="list-style-type: square">
<li>Generalized Linear Mixed Model (GLMM), Markov chain Monte Carlo (MCMC) Sampling,
Bayesian Statistics, Bootstrapping & Permutation Testing, Time-Series Analysis,
Multivariate Analysis</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<!-- Section for publication Header: transparent img in the background-->
<section id="headerpublication">
<div class="container">
<div class="col-lg-12 text-center">
<h1 class="section-heading">Research Publications</h1>
</div>
</div>
</section>
<section id="publication">
<div class="container">
<!-- Machine-Learning Related Publication -->
<div class="row">
<!-- Specify the feature of lower row-->
<div class="col-lg-12 justify">
<h3 class="section-heading line">Machine-Learning Related Publication</h3>
<p class="line" id="QL">
1. <b>Chuang, Y.S.</b>, Zhou, X., Ma, M., Ho, M. Austerweil, J., Zhu, X. (under review) Using
Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners
</p>
<p class="line" id="DCNN">
2. <b>Chuang, Y.S.</b>, Hubbard, E., Austerweil, J. (2020) The “Fraction Sense” Emerges from a
Deep Convolutional Neural Network. Proceedings of the 42nd Annual Meeting of the Cognitive
Science Society [<a target="_blank" rel="noopener noreferrer"
href="/publications/thefraction_0623.pdf">pdf</a>]
</p>
<p class="line" id="ROMAN">
3. <b>Chuang, Y.S.</b>, Hung, Gamborino E., Goh, O.S., Huang, T.R., Chang, Y.L., Yeh, S.L.,
Fu,L.C. (2020) Using Machine Theory of Mind to Learn Agent Social Network Structures from
Observed Interactive Behaviors with Targets. <b>IEEE</b>, Robot and Human Interactive
Communication [<a target="_blank" rel="noopener noreferrer"
href="/publications/ROMAN20_PreferenceLearning_20200727_YunShiuan_v0.pdf">pdf</a>]
</p>
</div>
</div>
<!-- Neuroscience-Related Publication -->
<div class="row">
<!-- Specify the feature of the upper row-->
<div class="col-lg-12 justify">
<h3 class="section-heading line">Cognitive Neuroscience-Related Publication</h3>
<!--Publications: Journal Articles -->
<p class="line"> 1. <b>Chuang, Y.S.</b>, Austerweil, J., Hubbard, E. (2020).
Fraction neural representation in the human parietal cortex: mixed format and magnitude
dependent representations. Manuscript in preparation. </p>
<p class="line"> 2. <b>Chuang, Y.S.</b>, Su, Y.S., & Goh, O.S. (under
review).
Neural responses reveal associations between personal values and value-based decisions. </p>
<!--Publications: Conference Presentation -->
<p class="line">3. Binzak, J.V., Park, Y., Toomarian, E.Y., Kalra, P.,
<b>Chuang, Y.S.</b>, Percival G.M., P.G., & Hubbard, E.M. (2018) Are Fractions Percepts?
Neurocognitive Relationships between Nonsymbolic and Symbolic Ratio Processing in Children and
Adults. Presented at Cognitive Neuroscience Society Annual Meeting, Boston, USA [<a
target="_blank" rel="noopener noreferrer"
href="https://www.researchgate.net/publication/326913598_Are_Fractions_Percepts_Neurocognitive_Relationships_between_Nonsymbolic_and_Symbolic_Ratio_Processing_in_Children_and_Adults">Poster</a>]
</p>
<p class="line">4. <b>Chuang, Y.S.</b>, Su, Y.S., & Goh, O.S. (2017). Personal
core values modulate risky choice evaluation and subsequent risk taking behavior: an fMRI study.
Presented at the Society for Neuroscience Annual Meeting, Washington, DC, USA [<a
target="_blank" rel="noopener noreferrer"
href="https://www.researchgate.net/publication/320068583_Personal_core_values_modulate_risky_choice_evaluation_and_subsequent_risk_taking_behavior_an_fMRI_study">Poster</a>]
[<a target="_blank" rel="noopener noreferrer"
href="http://www.abstractsonline.com/pp8/#!/4376/presentation/18081">Abstract</a>]</p>
<p class="line">5. <b>Chuang, Y.S.</b> & Goh, O.S. (2017). Personal values
modulate risk-taking behaviors: Hedonism as an Accelerator and Security as a Break. Presented at
Joint Conference of National Taiwan University, Peking University, and Chinese University of
Hong Kong Psychology Departments, Beijing, China [<a target="_blank" rel="noopener noreferrer"
href="https://www.researchgate.net/publication/320068579_Personal_Values_Modulate_Risk-Taking_Behaviors_Hedonism_as_an_Accelerator_and_Security_as_a_Brake">Poster</a>]
<i>Received the Excellent Poster Award</i></p>
</div>
</div>
</section>
<section id="headerexperience">
<div class="container">
<div class="col-lg-12 text-center">
<h1 class="section-heading">Professional Experiences</h1>
</div>
</div>
</section>
<section id="experience">
<div class="container">
<div class="row">
<!--Research Experience -->
<div class="col-lg-12 text-center">
<div class="large text-left">
<!-- UW-Madison PhD-->
<div class="card">
<h3 class="line"> Graduate Researcher</h3>
<h4>Computational Cognitive Science Lab, UW-Madison</h4>
<h5>09/2019-present</h5>
<ul class="justify">
<li> Applied <b>deep reinforcement learning (DRL)</b> to reverse-engineer human
assumptions
when teaching reinforcement
learners (<b>Python</b>) and found that human is most capable of teaching Q learner
with
small discount factor</li>
<li>Built the online teaching game as a full-stack web developer (<b>HTML, CSS,
JavaScript,
SQL</b>) for the RL project
and collected 1030 players’ data on MTurk</li>
<li>Discovered that “number sense” emerged from a <b>deep convolutional neural
network
(VGG16</b>) trained for classifying
natural images (<b>Python, TensorFlow, MATLAB, R</b>) <a href="#DCNN" type="button"
class="btn btn-xl btn-small in-page-scroll">See
Publication</a></li>
</ul>
</div>
</br>
<!-- AI Center -->
<div class="card">
<h3 class="line"> Research Associate</h3>
<h4>Center for Artificial Intelligence and Advanced Robotics, NTU</h4>
<h5>12/2018-08/2019</h5>
<ul class="justify">
<li> Developed a robotic social cognition module by training a <b> deep neural network
(resnet & LSTM)</b> that infers
people’s social preferences with 80+% accuracy (<b>Python, TensorFlow, R</b>)<a
href="#ROMAN" type="button" class="btn btn-xl btn-small in-page-scroll">See
Publication</a></li>
<li>Designed the online social interaction game for the robotic study as a full-stack
web developer (<b>JavaScript, SQL</b>)</li>
</ul>
</div>
</br>
<!-- Visiting RA -->
<div class="card">
<h3 class="line">Visiting Researcher</h3>
<h4>Waisman Center, UW-Madison</h4>
<h5>08/2017-06/2018</h5>
<ul class="justify">
<li>Applied <b>Multi-Voxel Pattern
Analysis - Representational Similarity Analysis (MVPA-RSA)</b> to decode the
neural
representation of fraction number with human fMRI data
<a href="#R_LAMBDA" type="button" class="btn btn-xl btn-small in-page-scroll">See
Details</a>
</li>
<li>Automated the end-to-end human fMRI data (time-series 3D brain images) processing
and
analysis pipeline for
250+ scans, which slashed 200+ hours of manual work of the lab (<b>Shell,
MATLAB</b>)
</li>
</ul>
</div>
</br>
<!-- RA at BML -->
<div class="card">
<h3 class="line">Research Assistant</h3>
<h4>Brain and Mind Lab, NTU</h4>
<h5>10/ 2014-08/ 2017</h5>
<ul class="justify">
<li>Evaluated the role of personal values in risk-taking behaviors with both behavioral
and time-series fMRI data using <b>GLM, functional connectivity, and graph theory
measures</b> </li>
<li>Discovered that hedonism serves as an accelerator and security as a brake in
risk-taking
and identified the neural correlates
<a href="#R_ADM" type="button" class="btn btn-xl btn-small in-page-scroll">See
Details</a>
</li>
</ul>
</div>
</div>
</br> </br>
<h3 class="section-heading text-left">Data Science Project Leadership</h3>
<div class="large text-left card">
<!--pyData-->
<h3 class="line">Co-Founder, PyData Madison</h3>
<h5>12/2019-present</h5>
<ul class="justify">
<li>Organized data science relevant events for the <a target="_blank"
rel="noopener noreferrer" href="https://www.meetup.com/PyData-Madison/"
class="noHighLight">PyData
community at Madison, WI</a>.
</li>
</ul>
</div>
</br>
<div class="large text-left card">
<!--the FB project-->
<h3 class="line">Project Leader at the NTU CS+X Hackathon</h3>
<p class="large"><b>Awarded the 1st place for best overall quality among 30+ competing
projects</b></p>
<h5>09/ 2016-01/2017</h5>
<ul class="justify">
<li>Identified the political “<b>political <u><a target="_blank" rel="noopener noreferrer"
href="https://en.wikipedia.org/wiki/Filter_bubble"
class="noHighLight">filter
bulbbles</a></u></b>” that existed in the Facebook user community
using k-means clustering (R,
Shiny) on web-crawled (JavaScript) large-scale post-liking data (19 million+
observations & 342,796 users)</li>
<li>Demonstrated that filter bubbles are formed by users' stances on specific social issues
rather than on their support for major political parties
<a href="#R_FB" type="button" class="btn btn-xl btn-small in-page-scroll"> See
Details</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
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<h1 class="section-heading">Research Projects</h1>
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<!--Research project: Facebook filter bubble-->
<div class="text-center card" id="R_FB">
<h3 class="line"><a target="_blank" rel="noopener noreferrer"
href="/projects/FB_filter_bubble.html">Identification and Examination Of "Facebook Filter
Bubbles"</a></h3>
<p class="large"><b><span class="larger">Research Question:</span> On Facebook, do people
discuss politics
mostly with
those
within the same filter
bubble, i.e., who share the same political stances?</b></p>
<div class='overlay'>
<img src="/img/icon/link.png" height="150px" alt="link">
</br> </br>
<p class="larger">Click for More Details</p>
</div>
<img src="/img/projects/FB_cover.gif" height="400px" alt="FB filter bubbles">
</div>
</br>
<!-- Research project: LAMBDA, fraction cognition-->
<div class="text-center card" id="R_LAMBDA">
<h3><a target="_blank" rel="noopener noreferrer" href="/projects/LAMBDA.html">Fraction Neural
Representation In The Human Parietal Cortex</a></h3>
<p class="large"><b><span class="larger">Research Question:</span> In the human brain, how are
"fraction
numbers" encoded?</b></p>
<div class='overlay'>
<img src="/img/icon/link.png" height="150px" alt="link">
</br> </br>
<p class="larger">Click for More Details</p>
</div>
<img src="/img/projects/LAMBDA_cover.png" height="300px" alt="LAMBDA project overview">
</div>
</br>
<!--Research project: ADM, personal values and risk-taking-->
<div class="text-center card" id="R_ADM">
<h3><a target="_blank" rel="noopener noreferrer" href="/projects/ADM.html">Neural responses reveal
associations between personal values and decision-making</a></h3>
<p class="large"><b><span class="larger">Research Question:</span> How personal value (i.e., the
values
you appreciate in life)
modulates our decision-making in our brain.</b></p>
<div class='overlay'>
<img src="/img/icon/link.png" height="150px" alt="link">
</br> </br>
<p class="larger">Click for More Details</p>
</div>
<img src="/img/projects/ADM_cover.png" height="300px" alt="LAMBDA project overview">
</div>
</div>
</div>
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<h1 class="section-heading">Other experiences</h1>
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<!-- Teaching experience-->
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<h3 class="line"><a target="_blank" rel="noopener noreferrer" href="/other/teaching.html">Teaching
Experiences as a Math Teacher</a></h3>
<div class='overlay'>
<img src="/img/icon/link.png" height="150px" alt="link">
</br> </br>
<p class="larger">Click for More Details</p>
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alt="teaching experiences">
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<li class="larger"> Email: yunshiuan.chuang@gmail.com
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<li class="larger">LinkedIn:<a href="https://www.linkedin.com/in/yunshiuanchuang/">
https://www.linkedin.com/in/yunshiuanchuang/</a></li>
<li><br><br><br></li>
<li style="font-size: 10px"><i>Acknowledge: I thank Julian Lin for permitting me to use his amazing
photo as my website cover picture and Sin-Ying Lin for providing her website
template.</i></li>
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