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<!DOCTYPE html>
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<span>Experience</span>
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<h2 itemprop="name">Siyuan Zhao (赵思源)</h2>
<h3 itemprop="jobTitle">Ph.D. in CS</h3>
<h3 itemprop="worksFor" itemscope itemtype="http://schema.org/Organization">
<span itemprop="name">Worcester Polytechnic Institute</span>
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<p><br>
I am a Ph.D. in <a href='https://www.wpi.edu/academics/departments/computer-science' target='_blank'>Computer Science Department</a>
at <a href='https://www.wpi.edu' target='_blank'>Worcester Polytechnic Institute</a> (WPI), advised by <a href='http://www.neilheffernan.net/' target='_blank'>Prof. Neil Heffernan</a>. Before joining WPI, I got a master degree in Computer Science at <a href='https://www.scut.edu.cn/new/' target='_blank'>South China University of Technology </a>.</p>
<p>My research interests are in the application of machine learning (especially deep learning), contextual bandits, and domain adaptation. I have applied deep learning models to solving various tasks (e.g. time-series prediction, text classification with memory networks, estimation of treatment effects using domain adaptation).</p>
<p>During summer 2016, I interned at <a href='https://www.philips.com/a-w/research/home.html' target='_blank'>Philips Research North America</a> advised by <a href='http://www.sadidhasan.com/' target='_blank'>Sadid Hasan</a>. During summer 2017, I interned at Amazon as Applied Scientist mentored by <a hred='https://www.linkedin.com/in/aaron-fraenkel-53723095', target='_blank'>Aaron Fraenkel</a>.</p>
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<h3>Education</h3>
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<p class="course">PhD in Computer Science, 2013 - 2018</p>
<p class="institution">Worcester Polytechnic Institute</p>
</div>
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<i class="fa-li fa fa-graduation-cap"></i>
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<p class="course">Master in Computer Science, 2010 - 2013</p>
<p class="institution">South China University of Technology</p>
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</ul>
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</div>
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</section>
<section id="publications" class="home-section">
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<h1>Publications</h1>
</div>
<div class="col-xs-12 col-md-8">
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/rcf-ite/" itemprop="name">Estimating Individual Treatment Effects from Educational Studies with Residual Counterfactual Networks</a>
<div itemprop="author">
Siyuan Zhao, Neil Heffernan</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="https://siyuanzhao.github.io/pdf/EDM_2017_paper_113.pdf" target="_blank" rel="noopener">
PDF
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://drive.google.com/file/d/0B_hO8cnpcIMgSUF3Q1JrTllMckU/view?usp=sharing" target="_blank" rel="noopener">
Slides
</a>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/aes/" itemprop="name">A Memory-Augmented Neural Model for Automated Grading</a>
<div itemprop="author">
Siyuan Zhao, Yaqiong Zhang, Xiaolu Xiong, Anthony Botelho, Neil Heffernan</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="https://siyuanzhao.github.io/pdf/L_S_2017.pdf" target="_blank" rel="noopener">
PDF
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://github.com/siyuanzhao/automated-essay-grading" target="_blank" rel="noopener">
Code
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://www.kaggle.com/c/asap-aes" target="_blank" rel="noopener">
Dataset
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://docs.google.com/presentation/d/1fV7hjk3KeIfIJhRMuDnkJXhmrv-EiGzA4-jeLzB5PQc/edit?usp=sharing" target="_blank" rel="noopener">
Slides
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://drive.google.com/open?id=0B_hO8cnpcIMgRUxIc0E4VXZxWTg" target="_blank" rel="noopener">
Poster
</a>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/rich-features-dkt/" itemprop="name">Incorporating Rich Features into Deep Knowledge Tracing</a>
<div itemprop="author">
Liang Zhang, Xiaolu Xiong, Siyuan Zhao, Anthony Botelho, Neil T. Heffernan</div>
<p>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/dkt-nips/" itemprop="name">Estimating student proficiency: Deep learning is not the panacea</a>
<div itemprop="author">
Kevin H. Wilson, Xiaolu Xiong, Mohammad Khajah, Robert V. Lindsey, Siyuan Zhao, Yan Karklin, et al.</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="https://siyuanzhao.github.io/pdf/dkt_nips_2016.pdf" target="_blank" rel="noopener">
PDF
</a>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/cmn-qa/" itemprop="name">Condensed Memory Networks for Clinical Diagnostic Inferencing</a>
<div itemprop="author">
Aaditya Prakash, Siyuan Zhao, Sadid A. Hasan, Vivek Datla, Kathy Lee, Ashequl Qadir, Joey Liu, Oladimeji Farri</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="https://siyuanzhao.github.io/pdf/Condensed%20Memory%20Networks%20for%20Clinical%20Diagnostic%20Inferencing.pdf" target="_blank" rel="noopener">
PDF
</a>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/cqa-mn-kg/" itemprop="name">Clinical Question Answering using Key-Value Memory Networks and Knowledge Graph</a>
<div itemprop="author">
Sadid A. Hasan, Siyuan Zhao, Vivek Datla, et al.</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="https://siyuanzhao.github.io/pdf/Clinical_Question_Answering_using_Key-Value_Memory_Networks.pdf" target="_blank" rel="noopener">
PDF
</a>
<a class="btn btn-primary btn-outline btn-xs" href="http://trec-cds.appspot.com/2016.html" target="_blank" rel="noopener">
Dataset
</a>
</p>
</div>
<div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/CreativeWork">
<i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
<a href="https://siyuanzhao.github.io/publication/dkt-edm/" itemprop="name">Going Deeper with Deep Knowledge Tracing</a>
<div itemprop="author">
Xiaolu Xiong, Siyuan Zhao, Eric Vaninwegen, Joseph Beck</div>
<p>
<a class="btn btn-primary btn-outline btn-xs" href="http://www.educationaldatamining.org/EDM2016/proceedings/paper_133.pdf" target="_blank" rel="noopener">
PDF
</a>
<a class="btn btn-primary btn-outline btn-xs" href="https://github.com/siyuanzhao/2016-EDM" target="_blank" rel="noopener">
Code
</a>
</p>
</div>
</div>
</div>
</div>
</section>
<section id="experience" class="home-section">
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<div class="col-xs-12 col-md-4 section-heading">
<h1>Experience</h1>
</div>
<div class="col-xs-12 col-md-8">
<h3 id="applied-scientist-intern">Applied Scientist Intern</h3>
<p><strong><em>Amazon</em></strong> (June 2017 - August 2017) - San Diego, CA</p>
<ul>
<li>Worked in Transaction Risk Management Systems (TRMS) group.</li>
<li>Applied reinforcement learning algorithms.</li>
</ul>
<h3 id="research-intern">Research Intern</h3>
<p><strong><em>Philips Research North America</em></strong> (May 2016 - August 2016) - Cambridge, MA</p>
<ul>
<li>Implemented Key-Value Memory Networks and Gated Attention Readers to classify diagnoses from medical notes</li>
<li>Participated in TREC Clinical Decision Support Track 2016</li>
</ul>
<h3 id="research-assistant">Research Assistant</h3>
<p><strong><em>ASSISTments Lab</em></strong> (May 2014 - May 2018) - WPI</p>
<ul>
<li>Implemented a student model (knowledge tracing) with Long Short-Term Memory (LSTM) to predict the probability of a student making errors on given problems and measure student’s knowledge level on given skills.</li>
<li>Built a model for automated assignment grading tasks using memory networks and achieved state-of-the-art results on the Kaggle ASAP dataset.</li>
<li>Estimated the individual treatment effect for students using a deep learning model from the dataset collected from randomized control trials running inside ASSISTments.</li>
<li>Finished the <a href="https://web.cs.wpi.edu/Intranet/Graduate/compexam.html" target="_blank">Comprehensive Exam</a> on topics including Bayesian optimization, Gaussian process, aggregation of crowdsourced labels, and estimation of the treatment effect.</li>
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<a href="https://github.com/siyuanzhao/automated-essay-grading" target="_blank" rel="noopener">
Automated Essay Grading in Tensorflow
</a>
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<p class="project-summary">Implemented automated essay grading system in Tensorflow using memory networks.</p>
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<div class="col-md-12 project-item isotope-item deep-learning" itemscope itemtype="http://schema.org/CreativeWork">
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<a href="https://github.com/siyuanzhao/key-value-memory-networks" target="_blank" rel="noopener">
Key-Value Memory Networks in Tensorflow
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<p class="project-summary">Implemented key value memory networks from Key-Value Memory Networks for Directly Reading Documents in Tensorflow</p>
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<div class="col-md-12 project-item isotope-item deep-learning" itemscope itemtype="http://schema.org/CreativeWork">
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<a href="https://github.com/siyuanzhao/2016-EDM" target="_blank" rel="noopener">
Deep Knowledge Tracing in Tensorflow
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<p class="project-summary">Implemented deep knowledge tracing from Deep Knowledge Tracing and Going Deeper with Deep Knowledge Tracing</p>
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<div class="col-md-12 project-item isotope-item software" itemscope itemtype="http://schema.org/CreativeWork">
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<a href="https://chrome.google.com/webstore/detail/assistments-app-for-googl/dbdicljgnidbldipchonhfncekppglfi?hl=en-US" target="_blank" rel="noopener">
ASSISTments App for Google Classroom
</a>
</span>
<p class="project-summary">This app helps teachers in Google Classroom to access to educational content that used to be available at assistments.org</p>
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<div class="col-md-12 project-item isotope-item software" itemscope itemtype="http://schema.org/CreativeWork">
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<a href="http://www.assistmentstestbed.org/collecting-data/assistments-direct" target="_blank" rel="noopener">
ASSISTments Direct
</a>
</span>
<p class="project-summary">This infrastructure allows distributing educational content available at assistments.org to teachers and students who don’t have an account and to embed content into any other learning management systems (e.g. Edx, Blackboard).</p>
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