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Research
Interests
My research interests include machine
learning, question answering and speech recognition. My recent research
focuses on mixed-initiative clustering, which is a new machine learning task
that tries to incorporate machine’s automation and user’s guidance to achieve
better clustering results. My research goal is to make machine learning
techniques more popular and feasible for non-experts. I also did projects on
question answering and speech recognition.
Publications
Conference Papers:
- “Exploring
Hierarchical User Feedback in Email Clustering,” Yifen Huang and Tom
Mitchell. Enhanced Messaging
Workshop, AAAI 2008, Chicago,
IL, July
2008.
- "A
Framework for Mixed-Initiative Clustering," Yifen Huang and Tom
Mitchell. NESCAI 2007, Ithaca,
NY, April 2007.
- "Text
Clustering with Extended User Feedback," Yifen Huang and Tom
Mitchell. SIGIR 2006, Seattle,
WA, August 2006.
- "Extracting
Knowledge about Users’ Activities from Raw Workstation Contents,"
Tom Mitchell, Sophie Wang, Yifen Huang and Adam Cheyer.
AAAI 2006, Boston,
MA, July 2006.
- "Inferring
Ongoing Activities of Workstation Users by Clustering Email ,"
Yifen Huang, Dinesh Govindaraju,
Tom Mitchell, Vitor R. Carvalho, William Cohen. First Conference on
Email and Spam, Mountain
View, CA, July
2004.
- "Towards
Light Semantic Processing for Question Answering ," Benjamin
Van Durme, Yifen Huang, Anna Kupsc, Eric Nyberg, HLT/NAACL Workshop on Text
Meaning, Edmonton, Cananda, May 31 2003.
- "The
JAVELIN Question-Answering System at TREC 2003: A Multi-Strategy
Approach with Dynamic Planning ," E. Nyberg, T. Mitamura, J. Callan, J. Carbonell, R. Frederking,
K. Collins-Thompson, L. Hiyakumoto, Y. Huang,
C. Huttenhower, S. Judy, J. Ko, A. Kupsc, L. Lita, V.
Pedro, D. Svoboda and B. Van Durme, 12th
Text REtrieval Conference , November 2003.
- "The
JAVELIN Question-Answering System at TREC 2002 ," Nyberg, E.,
T. Mitamura, J. Carbonell,
J. Callan, K. Collins-Thompson, K. Czuba, M. Duggan, L. Hiyakumoto,
N. Hu, Y. Huang, J. Ko,
L. Lita, S. Murtagh, V. Pedro and D. Svoboda, Proceedings
of TREC 11 , November 2002.
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