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<p>We are <b>Machine Intelligence Group</b>, and you may call us "<b>MIG</b>."  
Our group is interested in building software systems that demonstrate intelligent behavior hopefully at comparable speeds of MIG fighter jets. 
<p>We focus on applications of artificial intelligence techniques, such as automatic reasoning, natural language processing, and machine learning, to the realization of computer-assisted learning systems, legal information systems, intelligent transportation systems, and decision support systems. 
<p>In addition to computer science and related fields, some previous MIG members have interdisciplinary expertise in Linguistics, Ecnonmics, Accounting, Geology, and Japanese. Moreover, we worked with researchers in Linguistics, Education, Psycholinguistics, Finance, Literary, and History in some previous work. We are conducting the following projects at this moment.

<ul compact>
<li><b><font color="lavender">Computational Linguistics, Digital Humanities, and Probabilistic Reasoning</font></b>: <a href="http://www3.nccu.edu.tw/~chaolin" target="_top">Chao-Lin Liu</a>
<!--- <li><b><font color="lavender">Analysis of the Poetic Writings in Chinese</font></b>: (graduate) Chih-Kun Huang //--->
<li><b><font color="lavender">Natual Language Processing and Analysis</font></b>: (graduate) <!--- Yu-Zeng Lin, //---> Tzu-Hao Chou, Yi Chang, and Kuan-Chun Chen 
<li><b>Undergrads</b>: Yi-Siang Wang, Shao-Hsuan Lu, Jyun-Han Wang, Jung-Jeng Liu
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<h2>History</h2>
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<li> <a href="./mig/alumni.html">Graduate students (Master's degree)</a>

<p><li> Undergraduate students
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<p>
	<p><li><b>Feb/2015--Jan/2016 (undergraduate participants)
        <ul>
		 <li> <font color="lavender">Chinese Couplets Recommendations</font>: Chun-Ning Chang (publication: ROCLING XXVII) (University of Southern University)
         <li> <font color="lavender">Emotion Classification of Short Texts in Social Media</font>: Che-Fu Cheng
         <li> <font color="lavender">Poet Attribution of Tang Poems & Implementaion of an Online Exchange Platform</font>: Bo-Sin Jhang (National Chengchi University)
         <li> <font color="lavender">A Computational Exploration of Japanese Particles</font>: Tsung-Che Yang (Japan)
        </ul>

	<p><li><b>Feb/2014--Jan/2015 (undergraduate participants)
        <ul>
	 <li> <font color="lavender"><a href="http://en.wikipedia.org/wiki/Textual_entailment" target="_blank">Textual Entailment</a></font>: Ya-Hsuan Tai (Johns Hopkins University)
         <li> <font color="lavender">Simulation Systems and Machine Learning</font>: Lu-Chi Liu (National Taiwan University)
         <li> <font color="lavender">Information Retrieval for Chinese Legal Documents of Criminal Cases</font>: Li-Hsing Lin (University of Southern University)
        </ul>

	<p><li><b>Feb/2013--Jan/2014 (undergraduate participants)
        <ul>
	 <li> <font color="lavender">Games for Elementary Arithmetics</font>: Farn-Chern Meng(University of Southern California) and Hung-Chen Chen (University of Southern California)  
         <li> <font color="lavender">Board Games</font>: Po-Yun Cheng
         <li> <font color="lavender">Transit Information Services</font>: Han-Zhen Chiang and Szu-Wei Teng (Carnegie Mellon University)
        </ul>

	<p><li><b>Aug/2012--Dec/2012 (undergraduate participants)
	<ul>
		<li><font color="lavender">Interactive Game for Learning Chinese Words</font>: Meng-Chen Lee (publication: TAAI 2012), Han-Zhen Chiang (publication: TAAI 2012), Yu-Sheng Chen (publication: TAAI 2012)
        </ul>

<p>
<li><b>Feb/2010--Jan/2011</b> (undergraduate projects)
<ul>        
	<li><font color="lavender">Applications of Cognition and Morphology in Efficient Learning of Chinese Characters</font>: Chia-Ling Lee (publication: ROCLING XXII, TANET 2010, ACM SAC 2011)
	<li><font color="lavender">Analysis of Written Errors of French Leaners</font>: Chia-You Kuo
	<li><font color="lavender">Chinese Character Recognition in Images</font>: Tse-Wei Huang and Hung-Yuan Chung
</ul>

<p><li><b>Feb/2009--Feb/2010</b> (NSC-funded undergrad research projects)
<ul>	
	<li><font color="lavender">Essay Classification and its Applications in CALL</font></b>: Wei-Ti Kuo (publications: TAAI 2009, ROCLING XXI, ICCE 2009, ROCLING XXII, and IJCLCLP)    
	<li><font color="lavender">Emotion in Short Chinese Statements</font></b>: Ying-Tse Sun (publications: ROCLING XXI, ICCE 2009, and ROCLING XXII)    
</ul>

<p>
<li><b>Feb/2009--Jan/2010</b> (undergraduate projects)
<ul>        
	<li><font color="lavender">Chatting Assistance (topic classification)</font>: Wen-Lin Yu
	<li><font color="lavender">Word Association in English and Chinese</font>: Mei Ha Kuan and Ma Kyi Kyi Myint
</ul>

<p><li><b>Feb/2008--Feb/2009</b> (an NSC-funded undergrad research project)
<ul>	
	<li><font color="lavender">Cognitive Process of Chinese Readers</font></b>: Juei-Yu Weng (publications: ROCLING XX, IEA/AIE 2009, and TAAI 2010)    
</ul>

<p>
<li><b>Feb/2008--Jan/2009</b> (undergraduate projects)
<ul>        
	<li><font color="lavender">Simple Poker Games</font>: Yu-Chi Chang
	<li><font color="lavender"><a href="http://en.wikipedia.org/wiki/reversi" target="_top">Reversi</a></font>: Zheng-Hong Lin (publication: TAAI 2008)
	<li><font color="lavender">Cognitive Process of Chinese Readers</font>: Yi-Hsuan Chuang (publications: ROCLING XX, IEA/AIE 2009, and TAAI 2010)
</ul>

<p>
<li><b>Feb/2006--Jan/2007</b> (undergraduate projects)
<ul>        
	<li><font color="lavender">Computer-Assisted Mathematics Learning</font>: Chieh-Ming Hsu         
	<li><font color="lavender">Intelligent Transportation Systems</font>: Hsiang-Chun Chang        
	<li><font color="lavender">Information Retrieval</font>: Po-Tun Wu and Chia-Liang Wu (University of Southern California)   
</ul>

<p><li><b>Feb/2005--Feb/2006</b> (an NSC-funded undergrad research project)
<ul>	
	<li><font color="lavender">Computer-Assisted Chinese Sentence Patterns Learning for Koreans and Japaneses</font></b>: Yu-Chun Wang (publications: NCS 2005, RANLP 2007 workshop, JACIII 2008, US-China ER 2010)    
</ul>

<p><li><b>Feb/2005--Jan/2006</b> (undergraduate projects)
<ul>	
	<li><font color="lavender">Intelligent Transportation Systems: Using Pricing Mechanisms to Guide Traffic Flow</font></b>: Kai-Ying Lin	
	<li><font color="lavender">Computer-Assisted Extraction of Video Clips from DVDs for Language Learning</font></b>: Yu-Ming Hsu 	
	<li><font color="lavender">Computer-Assisted Reviewer Assignment for Academic Manuscripts</font></b>: Po-Shuen Wang    
</ul>

<p><li><b>Feb/2004--Feb/2005</b> (an NSC-funded undergrad research project)
<ul>	
	<li><font color="lavender">Using Latent Class Analysis for Student and Customer Classification</font></b>: Yu-Chih Liu (publications: 2004 International Computer Symposium; The Ninth TAAI Conference on Artificial Intelligence and Applications)    
</ul>

<p><li><b>Feb/2004--Jan/2005</b> (undergraduate projects)
<ul>	
	<li><font color="lavender">Classification of Indictment Documents in Chinese and Identification of Chinese Names</font></b>: Yun-Jen Lu	
	<li><font color="lavender">Computer Assisted Learning for SIC/XE</font></b>: Hsin-Wei Hsiao 	
	<li><font color="lavender">Computer Assisted Generation for Chinese Pronunciation Items and Sample Sentences</font></b>: Yen-Ni Li    
</ul>

<p><li><b>Feb/2003--Jan/2004</b> (undergraduate projects)
<ul>	
	<li><font color="lavender">Computer-Assisted Learning of Systems Programming Techniques</font></b>: Tzu-Peng Chang	
	<li><font color="lavender">Legal Informatics</font></b>: Hsin-Hung Lin 	
	<li><font color="lavender">Computer-Assisted Generation of English Sentences</font></b>: Yen-Ting Chuang     	
	<li><font color="lavender">Applications of Ontology</font></b>: Hsih-Hsiang Lo     
</ul>

<p><li><b>Feb/2002-Jan/2003</b> (undergraduate projects)	
<ul>	
	<li><font color="lavender">Recognition of Chinese Characters on Highway Signs</font>: Kai-Wei Chang	
	<li><font color="lavender">A User Interfact for a Legal Decision Support System</font>: Chih-Ming Lai      	
	<li><font color="lavender">Chinese-English Sentence Alignment</font>: Li-Wei Chen	
	<li><font color="lavender">Traffic Sign Recognition</font>: Kun-Hao Liu (publications: The Fourteenth International Symposium on Methodologies for Intelligent Systems; The Seventh TAAI Conference on Artificial Intelligentce and Applications)	
</ul>

<p><li><b>Feb/2001-Jan/2002<font color="lavender"> [Intrusion Detection Systems]</font></b> (undergraduate projects)	
<ul>	
	<li>Participants: Hsin-Chieh Chen, (This is a joint work with Professor Hu)(Graduate)Ting-Chien Huang, (undergrad)Chia-Hao Hsu, Chien-Chang Lin, Shih-Wen Peng, and Sheng-Ming Chang	
</ul>

<p><li><b>Nov/2000-Jan/2002 <font color="lavender">[Pattern Recognition]</font></b> (undergraduate projects)	
<ul>	
	<li><b><font color="lavender">[Font Identification of Chinese Characters]</font></b>		
	<ul>		
		<li>Participants: Ming-Yu Tsai, Kuang-Ting Chuang, and Shang-Ming Huang        	
		<li>Publication: National Computer Symposium 2001        	
	</ul>	
	<li><b><font color="lavender">[Traffic Sign Recognition]</font></b>: Kuang-Ting Chuang and Shang-Ming Huang        
</ul>

<p><li><b>Feb/2000-Jan/2001 <font color="lavender">[Internet Games]</font></b> (undergraduate projects)
<ul>
	<li>Participants: He-Hsiang Chang, Pai-Tsan Huang, Ting-Ming Liao, Wen-Hung Tsai, and Hsiu-Ming Yang
</ul>

<p><li><b>Aug/1999-Jul/2000 <font color="lavender">[Intelligent Transportation Systems]</font></b>
<ul compact>
	<li><b><font color="lavender">[APTS99]</font></b> We built an Internet service for providing connection information for the public transportation systems that serve the Taipei metropolitan area. This project was a collaboration with <a href="http://140.121.196.39" target="_top">Professor Tun-Wen Pai</a> and his students, Chun-Tien Chang, Po-Nien Chen, and Chih-Yao Yang, of the <a href="http://www.cs.ntou.edu.tw" target="_top">Department of Computer Science</a> of the <a href="http://www.ntou.edu.tw" target="_top">National Taiwan Ocean University</a>. The resulting system, named <a href="http://iris.cs.ntou.edu.tw">IRIS</a>, can be accessed via the Internet at <a href="http://iris.cs.ntou.edu.tw">http://iris.cs.ntou.edu.tw</a>.
	<li><b><font color="lavender">[BN99]</font></b> During the same period, Chao-Lin also worked on algorithms for computing the fastest path in a transportation networks, and the results were partially published in the <i>Proceedings of the IEEE/JSAI/IEEJ International Conference on Intelligent Transportation Systems</i>. 
	<li>Publications: WCITS'01, ITSC'01, ICCE/ICCAI'00, TWITS'00, ITSC'99
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