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<!DOCTYPE HTML>
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<h1 style="padding: -10 0 0 0">INK Lab @ USC/ISI: <span style="text-transform:none;">Intelligence and Knowledge Discovery</span></h1>
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<h2>Publications @ INK</h2> <br><br><br>
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<h3 style="margin: 0em 0em 0em 0em">Courses</h3>
<hr style="margin: 0em 0em 1em 0em">
USC CSCI 699: <a href="https://shanzhenren.github.io/csci-699-replnlp-2019fall/index.html" target="_blank">Advanced Topics in Representation Learning for NLP</a> (Fall 2019)
<br>
USC CSCI 699: <a href="http://ink-ron.usc.edu/xiangren/ml4know19spring/" target="_blank">Machine Learning for Knowledge Extraction and Reasoning</a> (Spring 2019)
<br>
USC CSCI 699: <a href="http://ink-ron.usc.edu/xiangren/ie18fall/" target="_blank">Introduction to Information Extraction</a> (Fall 2018)
<!--
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<h3 style="margin: 0em 0em 0em 0em">Selected Conference Tutorials</h3>
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<h4>Construction, Reasoning and Querying of Massive Knowledge Bases</h4>
<ul>
<li>
<a>Scalable Construction and Reasoning of Massive Knowledge Bases</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Nanyun Peng, Yu Su.<br>
<i>The Annual Conference of the North American Chapter of the Association for Computational Linguistics</i> (<b>NAACL</b>), 2018. <a href="http://www-bcf.usc.edu/~xiangren/NAACL18-KB-full.pdf" target="_blank" style="font-size: medium font-weight: bold">Slides</a>
</li>
<li>
<a>Scalable Construction and Querying of Massive Knowledge Bases</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Yu Su, Pedro Szekely, Xifeng Yan.<br>
<i>The Web Conference</i>, 2018. [<a href="https://usc-isi-i2.github.io/WWW18_1/" target="_blank" style="font-size: medium font-weight: bold">Website</a>]
</li>
<li>
<p><a>Construction and Querying of Large-scale Knowledge Bases</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Yu Su, Xifeng Yan.<br>
<i>ACM Conference on Information and Knowledge Management</i> (<b>CIKM</b>), 2017. [<a href="http://www-bcf.usc.edu/~xiangren/tutorial-cikm17.html" target="_blank" style="font-size: medium font-weight: bold">Website</a>]
</p>
</li>
</ul>
<h4>Mining Structures of Factual Knowledge from Text</h4>
<ul>
<li>
<a>Building Structured Databases of Factual Knowledge from Massive Text Data</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Meng Jiang, Jingbo Shang, and Jiawei Han.<br>
<i>ACM SIGMOD International Conference on Management of Data</i> (<b>SIGMOD</b>), 2017. [<a href="http://www-bcf.usc.edu/~xiangren/sigmod17tutorial.html" target="_blank" style="font-size: medium font-weight: bold">Website</a>] [<a href="https://www.youtube.com/watch?v=kuJCbLmL2pI" target="_blank" style="font-size: medium font-weight: bold">Video</a>]
</li>
<li>
<p><a href="http://www-bcf.usc.edu/~xiangren/www17tutorial.html" target="_blank">Constructing Structured Information Networks from Massive Text Corpora</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Meng Jiang, Jingbo Shang, and Jiawei Han.<br>
<i>International World Wide Web Conference</i> (<b>WWW</b>), 2017. [<a href="http://www-bcf.usc.edu/~xiangren/www17tutorial.html" target="_blank" style="font-size: medium font-weight: bold">Website</a>].
</p>
</li>
</ul>
<h4>Segmentation and Typing for Entity Recognition</h4>
<ul>
<li>
<a href="http://nlp.cs.rpi.edu/paper/sigmod2016description.pdf" target="_blank">Automatic Entity Recognition and Typing in Massive Text Data</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Ahmed El-Kishky, Heng Ji, and Jiawei Han.<br>
<i>ACM SIGMOD International Conference on Management of Data</i> (<b>SIGMOD</b>), 2016. [<a href="http://www-bcf.usc.edu/~xiangren/sigmod2016tutorial.html" target="_blank">Tutorial Website</a>]
</li>
<li>
<a href="http://www2016.net/proceedings/companion/p1025.pdf" target="_blank">Automatic Entity Recognition and Typing in Massive Text Corpora</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Ahmed El-Kishky, Chi Wang, and Jiawei Han.<br>
<i>International World Wide Web Conference</i> (<b>WWW</b>), 2016.
<br>
[<a href="http://web.engr.illinois.edu/~elkishk2/www2016/" target="_blank">Tutorial Website</a>]
</li>
<li>
<a href="http://hanj.cs.illinois.edu/pdf/kdd15_tuto.pdf" target="_blank">Automatic Entity Recognition and Typing from Massive Text Corpora: A Phrase and Network Mining Approach</a> (Conf. Tutorial)<br>
<u>Xiang Ren</u>, Ahmed El-Kishky, Chi Wang, and Jiawei Han.<br>
<i>ACM SIGKDD Conf. on Data Mining and Knowledge Discovery</i> (<b>SIGKDD</b>), 2015. <br>
<a href="http://hanj.cs.illinois.edu/kdd-15/UIUC-Tutorial.pptx" target="_blank">[Slide PPT]</a> <a href="http://hanj.cs.illinois.edu/kdd-15/UIUC-Tutorial.pdf" target="_blank">[Slide PDF]</a> <a href="https://www.youtube.com/watch?v=nfQ-_uddxlM" target="_blank">[Video Part1]</a> <a href="https://www.youtube.com/watch?v=K7tQjw9k7lg" target="_blank">[Video Part2]</a>
</li>
<br>
<p><iframe width="450" height="300" src="https://www.youtube.com/embed/K7tQjw9k7lg"></iframe></p>
</ul>
<h3 style="margin: 0em 0em 0em 0em">Invited Talks</h3>
<hr style="margin: 0em 0em 1em 0em">
<b>- Effort-Light StructMine: Turning Massice Text Corpora into Structures</b>
<br>
<br>
<iframe width="400" height="250" src="https://www.youtube.com/embed/K28-d5PbZRk"></iframe><p></p>
<li><a href="https://www-cs.stanford.edu/" target="_blank">Peking University</a> - Jun 21, 2017</li>
<li><a href="https://www.microsoft.com/en-us/research/lab/microsoft-research-asia/" target="_blank">Microsoft Research Asia</a>. Host: <a href="https://www.microsoft.com/en-us/research/people/tyliu/" target="_blank">Tie-Yan Liu</a> - Jun 20, 2017</li>
<li><a href="https://www-cs.stanford.edu/" target="_blank">Tsinghua University</a> - Jun 19, 2017</li>
<li><a href="http://www.research.ibm.com/labs/almaden/" target="_blank">IBM Almaden</a>. - Jun 6, 2017.</li>
<li><a href="https://www-cs.stanford.edu/" target="_blank">Stanford Computer Science</a>. Host: <a href="https://cs.stanford.edu/people/chrismre/" target="_blank">Christopher Ré</a>. - Jun 5, 2017.</li>
<li><a href="http://www.cs.duke.edu/" target="_blank">Duke Computer Science</a>, Durham, NC. - Mar 27, 2017</li>
<li><a href="http://www.cs.ucla.edu/" target="_blank">UCLA Computer Science</a>, Los Angeles, CA. - Mar 17, 2017</li>
<li><a href="http://www.cs.ucdavis.edu/" target="_blank">UC Davis Computer Science</a>, Davis, CA. - Mar 10, 2017</li>
<li><a href="http://www.scs.gatech.edu/" target="_blank">Georgia Tech Computer Science</a>, Atlanta, GA. - Mar 3, 2017</li>
<br>
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