
Job title | Chair Professor |
---|---|
Name | Jen-Tzung Chien |
Office Tel No. | 03-5731951 |
website | http://chien.cm.nctu.edu.tw |
研究專長 | Machine Learning Deep Learning Speech Processing Natural Language Processing Computer Vision |
Teaching field | Jen-Tzung Chien received his Ph.D. degree in electrical engineering from National Tsing Hua University, Hsinchu, Taiwan, in 1997. He is now with the Department of Electrical and Computer Engineering and the Department of Computer Science, National Chiao Tung University, Hsinchu. His research interests include machine learning, deep learning, speech recognition, blind source separation, face recognition, and information retrieval. Dr. Chien served as the Associate Editor of the IEEE Signal Processing Letters in 2008-2011 and the Tutorial Speaker for the ICASSP in 2012, the INTERSPEECH in 2013, the APSIPA in 2013, the ISCSLP in 2014, the ICASSP in 2015, the INTERSPEECH in 2016, and the ICASSP in 2017. He has published extensively, including the book "Bayesian Speech and Language Processing", Cambridge University Press, 2015. He is currently serving as an elected member of the IEEE Machine Learning for Signal Processing Technical Committee. He is the general co-chair of the IEEE International Workshop on Machine Learning for Signal Processing in 2017. |
- Journal Paper
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- Patent
- Research Project
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- Degrees
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- Honor
Project Category | Year | Project Title | Participator | Job Title | Period | Unit |
---|---|---|---|---|---|---|
Research Projects | 2018 | Deep Learning Theories and Application | Jen-Tzung Chien | Principal Investigator | 2018.01 ~ 2021.12 | Ministry of Science and Technology |
Research Projects | 2017 | Deep machine learning based on tensor factorized neural networks | Jen-Tzung Chien | Principal Investigator | 2017.08 ~ 2017.12 | Ministry of Science and Technology |
Industrial Collaboration | 2017 | Bayesian Optimization with Gaussian Process | Jen-Tzung Chien | Principal Investigator | 2017.07 ~ 2017.12 | Industrial Technology Research Institute |
Research Projects | 2015 | Deep Learning for Speech and Language Processing | Jen-Tzung Chien | Principal Investigator | 2016.08 ~ 2017.12 | Ministry of Science and Technology |
Industrial Collaboration | 2015 | Transfer Learning of Deep Neural Network for Domain Adaptation | Jen-Tzung Chien | Principal Investigator | 2015.10 ~ 2015.12 | Industrial Technology Research Institute |
Research Projects | 2014 | Bayesian Nonparametric Learning for Speech Recognition and Information Retrieval | Jen-Tzung Chien | Principal Investigator | 2014.08 ~ 2017.07 | Ministry of Science and Technology |
Industrial Collaboration | 2014 | DNN-Based Object Representation and Classification | Jen-Tzung Chien | Principal Investigator | 2014.01 ~ 2014.12 | Industrial Technology Research Institute |
Research Projects | 2013 | Sparse Machine Learning for Audio, Speech and Language Processing | Jen-Tzung Chien | Principal Investigator | 2013.08 ~ 2016.07 | National Science Council |
Research Projects | 2011 | Machine Learning Methods for Large Vocabulary Continuous Speech Recognition | Jen-Tzung Chien | Principal Investigator | 2011.08 ~ 2014.07 | National Science Council |
Research Projects | 2011 | ICA-Based Machine Learning Methods for Speech Separation | Jen-Tzung Chien | Principal Investigator | 2011.08 ~ 2014.07 | National Science Council |
Research Projects | 2010 | Machine Learning Approaches for Signal Separation, Speech Recognition and Motion Recognition | Jen-Tzung Chien | Principal Investigator | 2010.08 ~ 2013.07 | National Science Council |
Research Projects | 2008 | Advanced Machine Learning Methods for Speech, Language and Pattern Recognition | Jen-Tzung Chien | Principal Investigator | 2008.08 ~ 2011.07 | National Science Council |
Research Projects | 2007 | Some Statistical Approaches for Adaptive Speech Recognition | Jen-Tzung Chien | Principal Investigator | 2007.08 ~ 2010.07 | National Science Council |
Research Projects | 2005 | Unsupervised Learning, Discriminative Adapation and Association Pattern Mining Approaches for Speech Recognition of Broadcast News | Jen-Tzung Chien | Principal Investigator | 2005.08 ~ 2008.07 | National Science Council |
Research Projects | 2004 | Robust Feature Extraction, Acoustic Modeling and Language Modeling for Spontaneous Speech Recognition | Jen-Tzung Chien | Principal Investigator | 2004.08 ~ 2007.07 | National Science Council |
Industrial Collaboration | 2004 | Fusion of Audio and Visual Biometrics | Jen-Tzung Chien | Principal Investigator | 2004.01 ~ 2004.12 | Industrial Technology Research Institute |
Research Projects | 2003 | Using Cluster Validity and Predictive Information Criteria for Acoustic Decision Tree Construction | Jen-Tzung Chien | Principal Investigator | 2003.08 ~ 2005.07 | National Science Council |
Industrial Collaboration | 2002 | A Preliminary Study on Intelligent Speech Interface Using Microphone Array | Jen-Tzung Chien | Principal Investigator | 2002.01 ~ 2002.12 | Industrial Technology Research Institute |
Research Projects | 2001 | Use of Microphone Array and Bayesian Predictive Classification for Far-Distant Car Speech Acquisition and Recognition | Jen-Tzung Chien | Principal Investigator | 2001.08 ~ 2003.07 | National Science Council |
Industrial Collaboration | 2001 | Preliminary Study on 3C Integrated Speech Interface | Jen-Tzung Chien | Principal Investigator | 2001.01 ~ 2001.12 | Industrial Technology Research Institute |
Research Projects | 2000 | Adaptation Technique and Strategy of Hidden Markov Models for Robust Speech Recognition | Jen-Tzung Chien | Principal Investigator | 2000.08 ~ 2003.07 | National Science Council |
Research Projects | 1999 | Unsupervised Adaptation of Hidden Markov Models for Mandarin Speech Recognition | Jen-Tzung Chien | 1999.08 ~ 2000.07 | National Science Council | |
Industrial Collaboration | 1999 | Unsupervised Learning Algorithms for Rapid Speaker Adaptation | Jen-Tzung Chien | Principal Investigator | 1999.07 ~ 2000.12 | Industrial Technology Research Institute |
Industrial Collaboration | 1998 | A Noise Robust Algorithm for HMM-Based Speech Recognition | Jen-Tzung Chien | Principal Investigator | 1998.07 ~ 1999.06 | Industrial Technology Research Institute |
Publish Date | Patent Title |
---|---|
2013/04/03 | A Noise Compensation Approach to Adaptive Speech Recognition, ROC Patent No. 150326, Taiwan |
2013/04/03 | Adaptive Speech Recognition Method with Noise Compensation, No. US 6,662,160, United States |
Year | Research Title | Publish Date | Authors |
---|---|---|---|
2012 | Patrick Nguyen, Philippe Gelin, Jean-Claude Junqua and Jen-Tzung Chien, “N-best based supervised and unsupervised adaptation for native and non-native speakers in cars”, Panasonic Speech Technology Laboratory Research Reports, Panasonic Technologies, Inc., no. 7, pp. 73-80, January 2001. | 2012-08-15 | |
2012 | Jen-Tzung Chien and Jean-Claude Junqua, “Unsupervised hierarchical adaptation using reliable selection of cluster-dependent parameters”, Panasonic Speech Technology Laboratory Research Reports, Panasonic Technologies, Inc., no. 7, pp. 123-144, January 2001. | 2012-08-15 | |
2012 | Jen-Tzung Chien and Chih-Hsien Huang, “Aggregate a posteriori linear regression adaptation of hidden Markov models”, IEICE Technical Report, vol. 104, no. 541, pp. 73-78, 2004. | 2012-08-15 |
Lab Title | Location |
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Machine Learning Laboratory | ED912 |
Country | School Name | Department | Degree | Duration |
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Taiwan | National Tsing Hua University | Department of Electrical Engineering | Ph.D. | 1993.08 ~ 1997.07 |
Organization Title | Department | Job Title | Duration |
---|---|---|---|
Association for Computational Linguistics and Chinese Language Processing | Board Committee | President | 2017.10 ~ 2019.09 |
National Chiao Tung University | College of Electrical and Computer Engineering | Associate Dean | 2015.08 ~ 2017.01 |
National Chiao Tung University | Department of Computer Science | Adjunct Professor | 2013.08 ~ 2018.07 |
National Chiao Tung University | Department of Electrical and Computer Engineering | Professor | 2012.08 ~ 0000.01 |
IBM T. J. Watson Research Center | Speech Recognition Group | Visiting Professor | 2010.01 ~ 2010.07 |
Microsoft Research Asia, Beijing, China | Speech Group | Visiting Professor | 2008.07 ~ 2008.08 |
Georgia Institute of Technology, Atlanta, Georgia, USA | School of Electrical and Computer Engineering | Visiting Professor | 2006.07 ~ 2007.02 |
Tokyo Institute of Technology, Tokyo, Japan | Department of Computer Science, | Visiting Professor | 2002.07 ~ 2002.09 |
Panasonic Technologies, Inc. , Santa Barbara, California, USA | Speech Technology Laboratory | Visiting Professor | 1998.07 ~ 1998.09 |
National Cheng Kung University | Department of Computer Science and Information Engineering | Professor | 1997.08 ~ 2012.07 |
Honor Category | Year | Award Name | Awarding Unit |
---|---|---|---|
Internal Honor | 2018 | Chair Professor | National Chiao Tung University |
External Honor | 2017 | Supervisor for student Kai-Wei Tsou who won Master Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2017 | Supervisor for student Jen-Chieh Tsai who won Master Thesis Award | Institute of Information & Computing Machinery |
External Honor | 2017 | Supervisor for student Jen-Chieh Tsai who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2017 | Supervisor for student Ting-An Lin who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2017 | Supervisor for student Jen-Chieh Tsai who won Master Thesis Award | The Association for Image Processing and Pattern Recognition |
External Honor | 2017 | Research Fellow | Ministry of Science and Technology |
External Honor | 2017 | Research Fellow | Ministry of Science and Technology |
External Honor | 2017 | Supervisor for student Jen-Chieh Tsai who won Master Thesis Award | The Association for Image Processing and Pattern Recognition |
External Honor | 2017 | Supervisor for student Jen-Chieh Tsai who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2017 | Supervisor for student Ting-An Lin who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2017 | Supervisor for student Kai-Wei Tsou who won Master Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2016 | Supervisor for student Kuan-Ting Kuo who won Master Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2016 | Supervisor for student Kuan-Ting Kuo who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2016 | Supervisor for student Kuan-Ting Kuo who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
Internal Honor | 2015 | Chair Professor | National Chiao Tung University |
External Honor | 2015 | Supervisor for student Chao-Hsi Lee who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2015 | Supervisor for student Hung-Yu Chen who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2014 | Supervisor for student Po-Kai Yang who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2014 | Supervisor for student Hsin-Lung Hsieh who won PhD Thesis Award | The Association for Image Processing and Pattern Recognition |
External Honor | 2014 | Distinguished Research Award | Ministry of Science and Technology |
External Honor | 2014 | Supervisor for student Tsai-Wei Lu who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2014 | Supervisor for student Po-Kai Yang who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2014 | Supervisor for student Po-Kai Yang who won Master Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2013 | Supervisor for student Yun-Che Tsai who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2013 | Supervisor for student Yun-Che Tsai who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2012 | Supervisor for student Ya-Wen Wu who won Master Thesis Award | Institute of Information & Computing Machinery |
External Honor | 2012 | Supervisor for student Hsin-Lung Hsieh who won PhD Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2012 | Supervisor for student Ya-Wen Wu who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2012 | Supervisor for student Hsin-Lung Hsieh who won PhD Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2012 | Supervisor for student Ya-Wen Wu who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2012 | Distinguished Professor Award | The Chinese Institute of Electrical Engineering |
External Honor | 2012 | Supervisor for student Chuang-Hua Chueh who won PhD Thesis Award | The Association for Image Processing and Pattern Recognition |
External Honor | 2012 | APSIPA Distinguished Lecturer | Asia Pacific Signal and Information Processing Association |
External Honor | 2012 | Supervisor for student Hsin-Lung Hsieh who won PhD Thesis Award | Taiwanese Association for Artifical Intelligence |
External Honor | 2011 | Best Paper Award, IEEE Automatic Speech Recognition and Understanding (ASRU) Workshop | IEEE Signal Processing Society |
External Honor | 2011 | Supervisor for student Cheng-Chun Chiang who won Master Thesis Award | Merry Electronics Co., Ltd. |
External Honor | 2011 | Supervisor for student Kuen-Feng Lee who won Master Thesis Award | Taiwanese Association for Artificial Intelligence |
External Honor | 2010 | Supervisor for student Chuang-Hua Chueh who won PhD Thesis Award | Taiwanese Association for Artifical Intelligence |
External Honor | 2010 | Supervisor for student Chuang-Hua Chueh who won PhD Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2010 | Distinguished Research Award | National Science Council |
External Honor | 2009 | Supervisor for student Meng-Sung Wu who won PhD Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2009 | Supervisor for student Meng-Sung Wu who won PhD Thesis Award | Institute of Information & Computing Machinery |
External Honor | 2009 | Supervisor for student Hsin-Lung Hsieh who won Student Travel Grant | International Conference on Acoustic, Speech, and Signal Processing (ICASSP) |
External Honor | 2008 | Distinguished Scholar Project Award | National Science Council |
External Honor | 2006 | Distinguished Research Award | National Science Council |
External Honor | 2004 | Research Award for Junior Research Investigators | Academia Sinica |
External Honor | 2004 | Supervisor for student Chuang-Hua Chueh who won the Best Student Paper Award | International Symposium on Chinese Spoken Language Processing (ISCSLP) |
External Honor | 2003 | Ta-You Wu Memorial Award | National Science Council |
External Honor | 2003 | Supervisor for student Duen-Chi Yang who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |
External Honor | 2002 | Supervisor for student Chien-Chih Lee who won Master Thesis Award | The Association for Computational Linguistics and Chinese Language Processing |