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<!doctype html>
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<title>Xiaohui Yan's Homepage by xiaohuiyan</title>
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<header>
<img src="img/me.jpg" style="border:1px solid #EEE;padding:2px;width:70%;height:70%;">
<h2>Xiaohui Yan</h2>
<p>Dialog and QA systems</p>
<P>Shenzhen, China </>
<p class="view"><a href="http://scholar.google.com/citations?user=KZuRKHsAAAAJ&hl=en">Google Scholar</></p>
<p class="view"><a href="https://github.com/xiaohuiyan">GitHub Profile</a></p>
<p class="view"><a href="www.linkedin.com/in/xiaohuiyan">Linkedin</a></p>
</header>
<section>
<!-- <p>From April 2016, I work in Didi Research. Before that, I am an assistant
Researcher in the <a href="http://www.ict.ac.cn/">Institute of Computing Technology of the Chinese Academy of Sciences</a>.
</p>-->
<h3>News & Activites </h3>
<ul>
<li>PC member of AAAI 2020, NLPCC 2019.</li>
</ul>
<h3>
<a id="welcome-to-github-pages" class="anchor"
href="#welcome-to-github-pages"
aria-hidden="true">
<span aria-hidden="true" class="octicon
octicon-link"></span>
</a>Work Experience</h3>
<ul>
<li>2017.02-now Leader of the dialog and QA group, Huawei Poisson Lab. Develope dialog systems for Huawei AI smart-speaker and intelligent custom service on Vmall and mobile phone.</l>
<li>2016.04-2017.02 Technique expert, Didi AI Lab. Worked on user profiling and intelligent car dispatch. </li>
<li>2014.07-2016.04 Assitant Professor, Institute of Computing Technology of the Chinese Academy of Sciences. Developed a cloud-based machine learning system called <a href="http://159.226.40.104:18080/">BDA (Big Data
Analysis) Platform</a>, which provides a web UI to build and manage
machine learning jobs. </li>
</ul>
<h3>
<a id="rather-drive-stick" class="anchor" href="#rather-drive-stick" aria-hidden="true"><span aria-hidden="true" class="octicon octicon-link"></span></a>Publications</h3>
<div>
<ul>
<li>Linhao Zhang, Dehong Ma, Xiaodong Zhang, Xiaohui Yan, Houfeng Wang. <a href="paper/AAAI-ZhangL.2694.pdf">Graph LSTM with Context-Gated Mechanism for Spoken Language Understanding. </a><b>AAAI 2020</b>. (CCF Rank A) </li>
<li>Shuwen Xiao, Zhou Zhao, Zijian Zhang, Xiaohui Yan, Min Yang. <a href="paper/AAAI-XiaoS.10343.pdf">Convolutional Hierarchical Attention Network for Query-Focused Video Summarization.</a> <b>AAAI 2020</b>. (CCF Rank A) </li>
<li>Ye Liu, Chenwei Zhang, Xiaohui Yan, Yi Chang, Philip S. Yu. <a href="https://arxiv.org/abs/1908.05604">Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA System. </a> <b>CIKM 2019</b>. (CCF Rank B) </li>
<li>Jiyuan Zheng, ZhouZhao, Zehan Song, Min Yang, Jun Xiao, Xiaohui Yan. Abstractive meeting summarization by hierarchical adaptive segmental network learning with multiple revising steps. <b>Neurocomputing 2019</b>. (CCF Rank C) </li>
<li>Zhou Zhao, Zhu Zhang, Shuwen Xiao, Zhenxin Xiao, <I>Xiaohui Yan</I>, Jun Yu, Deng Cai, Fei Wu. Long-Form Video Question Answering via Dynamic Hierarchical Reinforced Networks. <b>IEEE Transactions on Image Processing (TIP) 2019</b>. (CCF Rank A) </li>
<li>Peng Wu, Shujian Huang, Rongxiang Weng, Zaixiang Zheng, Jianbing Zhang, <i>Xiaohui Yan</i>, Jiajun Chen. Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering. <b>ACL 2019</b>. (CCF Rank A)</li>
<li>Suwei Zhang, Yuan Yao, Feng Xu, Hanghang Tong, <i>Xiaohui Yan</i>, Jian Lv.<a href="https://pdfs.semanticscholar.org/bdc7/cce0393d1788f992c2e6a824b066e95e15d1.pdf">Hashtag Recommendation for Photo Sharing Services.</a> <b>AAAI 2019</b>. (CCF Rank A)</li>
<li>Shi jie Tang, Yuan Yao, Suwei Zhang, Feng Xu, Tian xiao Gu, Hanghang Tong, <i>Xiaohui Yan</i>, Jian Lv. <a href="https://cs.nju.edu.cn/yuanyao/static/aaai2019b.pdf">An Integral Tag Recommendation Model for Textual Content</a>. <b>AAAI 2019</b>. (CCF Rank A)</li>
<li>Congying Xia, Chenwei Zhang, <i>Xiaohui Yan</i>, Yi Chang, Philip S Yu. <a href="https://arxiv.org/pdf/1809.00385">Zero-shot User Intent Detection via Capsule Neural Networks</a>. <b>EMNLP 2018</b>. (CCF Rank B)</li>
<li>Fuad Issa, Marco Damonte, Shay B. Cohen, <i>Xiaohui Yan</i>, Yi Chang. <a href="https://www.aclweb.org/anthology/N18-1041">Abstract Meaning Representation for Paraphrase Detection</a>. <b>NAACL 2018</b>.</li>
<li>
Tianyou Guo, Jun Xu, <i>Xiaohui Yan</i>, Jianpeng
Hou, Ping Li, Zhaohui Li, Jiafeng Guo, and Xueqi
Cheng. Ease the Process of Machine Learning with
Dataflow. <b>CIKM 2016</b>. Demo paper. (CCF Rank B)
[<a href="paper/CIKM2016_BDADemo.pdf">paper</a>, <a href="http://159.226.40.104:18080/">demo</a>]
</li>
<li><i>Xiaohui Yan</i>, Jiafeng Guo, Yanyan Lan, Jun Xu, and Xueqi Cheng.
<i>A Probabilistic Model for Bursty Topic Discovery in
Microblogs</i>. <b>AAAI 2015</b>.(CCF Rank A)
<br>
[<a href="paper/BBTM-AAAI15.pdf">paper</a>, <a href="paper/BBTM-AAAI15-supplemental.pdf">supplemental material</a>,
<a href="https://github.com/xiaohuiyan/BurstyBTM" target="_blank">code(C++)</a>,
<a href="javascript:void(0);" class="hint_link"
tip="@INPROCEEDINGS{yan2015bbtm, <br>
author = {Yan, Xiaohui and Guo, Jiafeng and Lan,
Yanyan and Xu, Jun and Cheng, Xueqi},<br>
title = {A Probabilistic Model for Bursty Topic Discovery in Microblogs},<br>
booktitle = {The Twenty-Ninth AAAI Conference on Artificial Intelligence},<br>
year = {2015}<br>
}">bibtex</a>]
</li>
<li> <i>Xiaohui Yan</i>.
<i><a href="paper/yxh-thesis-public.pdf">Topic Modeling over Short Texts</a> (In Chinese)</i>. Ph.D
thesis. CAS, 2014.
</li>
<li>Xueqi Cheng, <i>Xiaohui Yan</i>, Yanyan Lan, and Jiafeng Guo.
<i>BTM: Topic Modeling over Short Texts</i>. IEEE Transactions on Knowledge and Data Engineering<b>(TKDE)</b>, vol.26, no.12, pages 2928-2941, Dec. 1 2014.(CCF Rank A)
<br>
[<a href="paper/BTM-TKDE.pdf">paper</a>, <a href="paper/BTM-TKDE-supplemental.pdf">supplemental material</a>,
<a href="https://github.com/xiaohuiyan/OnlineBTM" target="_blank">code(C++)</a>,
<a href="javascript:void(0);" class="hint_link"
tip="@INPROCEEDINGS{yan2014btm, <br>
author = {Cheng, Xueqi and Yan, Xiaohui and Lan, Yanyan and Guo, Jiafeng },<br>
title = {BTM: Topic Modeling over Short Texts},<br>
booktitle = {IEEE Transactions on Knowledge and Data Engineering},<br>
year = {accepted}<br>
}">bibtex</a>]
</li>
<li>Pengfei Wang, Yanyan Lan, Jiafeng Guo, <i>Xiaohui Yan</i>, and Xueqi Cheng.
<i>Problistic Transaction Model for recommending data of offline shopping mall</i>. Journal of Chinese Information, 2014.
</li>
<li><i>Xiaohui Yan</i>, Jiafeng Guo, Yanyan Lan, and
Xueqi Cheng. <i>A Biterm Topic Model for Short Texts</i>. In
Proceedings of the 22nd international conference on World Wide
Web, <i><b>WWW'13</b></i>, pages 1445-1456, Rio de Janeiro,
Brazil, 2013,
ACM. (CCF Rank A) <br>
[<a href="paper/BTM-WWW13.pdf">paper(typo corrected)</a>,
<a href="paper/BTM_WWW13_slides.ppt">slides</a>,
<a href="https://github.com/xiaohuiyan/BTM" target="_blank">code(C++)</a>,
<a href="javascript:void(0);" class="hint_link" tip="
@INPROCEEDINGS{yan2013biterm, <br>
author = {Yan, Xiaohui and Guo, Jiafeng and Lan, Yanyan and Cheng, Xueqi},<br>
title = {A Biterm Topic Model for Short Texts},<br>
pages = {1445--1456}, <br>
booktitle = {Proceedings of the 22nd international conference on World Wide Web},<br>
year = {2013}<br>
}">bibtex</a>]
</li>
<li><i>Xiaohui Yan</i>, Jiafeng Guo, Shenhua Liu,
Xueqi Cheng, and Yanfeng Wang. <i> Learning Topics of Short
Texts by Non-negative Matrix Factorization on Term
Correlation Matrix.</i> Proceedings of the 13nd SIAM
International Conference on Data
Mining, <i><b>SDM'13</b></i>, pages 749-758, Austin, Texas,
USA, 2013,
SIAM. (CCF Rank B) <br>
[<a href="paper/TNMF-SDM13.pdf">paper</a>,
<a href="tnmf.html">website</a>,
<a href="javascript:void(0);" class="hint_link" tip="
@INPROCEEDINGS{yan2013learning,<br>
author = {Yan, Xiaohui and Guo, Jiafeng and Liu, Shenghua and Cheng, Xueqi and Wang, Yanfeng},<br>
title = {Learning Topics in Short Texts by Non-negative Matrix Factorization on Term Correlation Matrix},<br>
booktitle = {Proceedings of the SIAM International Conference on Data Mining},<br>
year = {2013}<br>
}">bibtex</a>]
</li>
<li><i>Xiaohui Yan</i>, Jiafeng Guo, Shenhua Liu,
Xueqi Cheng and Yanfeng Wang. <i>Clustering short text using
ncut-weighted non-negative matrix factorization.</i> In
Proceedings of the 21st ACM international con-ference on
Information and knowledge management, <i><b>CIKM'12</b></i>,
pages 2259-2262, New York, NY, USA,
2012. ACM. <br>
[<a href="paper/WNMF-CIKM12.pdf">paper</a>,
<a href="paper/WNMF-CIKM12-poster.pdf">poster</a>,
<a href="javascript:void(0);" class="hint_link" tip="
@inproceedings{yan2012clustering,<br>
author = {Yan, Xiaohui and Guo, Jiafeng and Liu, Shenghua and Cheng, Xue-qi and Wang, Yanfeng},<br>
title = {Clustering short text using Ncut-weighted non-negative matrix factorization},<br>
booktitle = {Proceedings of the 21st ACM international conference on Information and knowledge management},<br>
year = {2012},<br>
pages = {2259--2262}<br>
}
">bibtex</a>]
</li>
<li><i>Xiaohui Yan</i>, Jiafeng Guo, and Xueqi
Cheng. <i>Context-aware query recommendation by learning
high-order relation in query logs.</i> In Proceedings of the
20th ACM interna-tional conference on Information and
knowledge management, <i><b>CIKM'11</b></i>, pages 2073-2076,
New York, NY, USA,
2011. ACM. (CCF Rank B) <br>
[<a href="paper/QR-CIKM11.pdf">paper</a>, <a href="paper/QR-CIKM11-poster.pdf">
poster</a>,
<a href="https://github.com/l0he1g/codecloud/tree/master/EM/em_hadoop">code(Hadoop)</a>,
<a href="javascript:void(0);" class="hint_link" tip="
@inproceedings{yan2011context-aware,<br>
author = {Yan, Xiaohui and Guo, Jiafeng and Cheng, Xueqi},<br>
title = {Context-aware query recommendation by learning high-order relation in query logs},<br>
booktitle = {Proceedings of the 20th ACM international conference on Information and knowledge management},<br>
year = {2011},<br>
pages = {2073--2076}<br>
}
">bibtex</a>]
</li>
</ul>
</div>
</section>
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