|
|
Izhak Shafran
Assistant Professor
The Center for Spoken Language Understanding
Division of Biomedical Computer Science
Oregon Health & Science University
Research
My research interests are in speech and language processing. I am also
interested in machine learning techniques relevant to learning from
large amounts of data. A few areas I have been working on are large
vocabulary speech recognition, spoken term detection, spoken
structural event detection, language recognition and recognition of
speaker characteristics. Of late, I have been investigating problems
related to health and medicine.
Teaching
CS 559/659: Machine Learning, Winter 2009
CS 552/652: Automatic Speech Recognition &
Hidden Markov Models, Summer 2008
CS 547/647: Statistical Pattern Recognition, Spring 2008
CS 506/606: Probabilistic Graphical Models, Spring 2007
News
Received IBM Faculty Award in September 2008.
The Center for Spoken Language Understanding has several openings
for PhD students in speech and language processing with rolling
admissions. If you are interested, here is a flyer.
.
Journal Articles,
Book Chapters, Peer-Reviewed Conference Papers and Miscellaneous
- Ebru Arisoy, Murat Saraclar, Brian Roark, and Izhak Shafran,
Syntactic and Sub-lexical Features for Turkish Discriminative
Language Models, Proc. Interspeech, 2009 (under review).
- Maider Lehr and Izhak Shafran, A Simple and Effective
Discriminative Duration Model for Large Vocabulary Speech
Recognition, Speech Communication, 2009 (in preparation).
- Akiko Amano-Kusumoto, John-Paul Hosom, and Izhak Shafran,
Classifying clear and conversational speech based on acoustic
features, Proc. Interspeech, 2009 (under review).
- Ebru Arisoy, Brian Roark, Izhak Shafran and Murat Saraclar,
Discriminative N-gram Language Modeling for
Turkish, Proc. Interspeech, pages 825-28, Brisbane, Australia,
Sept. 22-26, 2008.
- Izhak Shafran and Haolang Zhou, Multiple
Heteroscedastic Linear Discriminant Analysis, CLSP Research
Note 54, draft.
- Markus Dreyer and Izhak Shafran, Exploiting Prosody for PCFGs with Latent
Annotations, Proc. Interspeech, Aug. 27-31, Antwerp,
Belgium, 2007.
- Dimitra Vergyri, Izhak Shafran, Andreas Stolcke, Ramana R. Gadde,
Murat Akbacak, Brian Roark, and Wen Wang, The
SRI/OGI 2006 Spoken Term Detection System, Proc. Interspeech
2007, Aug. 27-31, Antwerp, Belgium, 2007.
- Izhak Shafran, Multi-Stream Fusion for Speaker
Classification (chapter), Speaker Classification (Lecture
notes in Computer Science and Artificial Intelligence),
Springer, Heidelberg-Berlin-New York, vol. 4343, 2007.
- Douglas W. Oard, Jianqiang Wang, Gareth J. F. Jones, Ryan
W. White, Pavel Pecina, Dagobert Soergel, Xiaoli Huang, and Izhak
Shafran, Overview of the CLEF- 2006
cross-language speech retrieval track, In Working Notes of
the CLEF-2006 Evaluation, Alicante, Spain, 12 pages, 2006.
- Izhak Shafran, and Keith Hall
Corrective Models for Speech Recognition of Inflected Languages
, Proc. of the Conference on Empirical Methods in Natural
Language Processing (EMNLP), pages 390-8, Sydney, Australia,
July 22-23, 2006.
- John Hale, Izhak Shafran, Lisa Yung, Bonnie Dorr, Mary Harper,
Anna Krasnyanskaya, Mathew Lease, Yang Liu, Brian Roark, Mathew
Snover, and Robin Stewart, PCFGs with
Syntactic and Prosodic Indicators of Speech Repairs ,
Proc. of the joint conference of the International Committee on
Computational Linguistics and the Association for Computational
Linguistics (COLING/ACL), pages 161-8, Sydney, Australia, July
17-21, 2006.
- Christopher White, Izhak Shafran, and Jean-luc Gauvain,
Discriminative classifiers for
language recognition, Proc. of IEEE Int'l Conference on
Acoustic Signal and Speech Processing (ICASSP), vol 1, pages
213-6, Toulouse, France, May 14-19, 2006.
- Brian Roark, Yang Liu, Mary Harper, Robin Stewart, Mathew Lease,
Mathew Snover, Izhak Shafran, Bonnie Dorr, John Hale, Anna
Krasnyanskaya, and Lisa Yung,
Reranking for sentence boundary detection in conversational
speech, Proc. of IEEE Int'l Conference on Acoustic Signal
and Speech Processing (ICASSP), vol 1, pages 545-8, Toulouse,
France, May 14-19, 2006.
- Brian Roark, Mary Harper, Eugene Charniak, Bonnie Dorr, Mark
Johnson, Jeremy G. Kahn, Yang Liu, Mari Ostendorf, John Hale, Anna
Krasnyanskaya, Matthew Lease, Izhak Shafran, Matthew Snover, Robin
Stewart, and Lisa Yung, SParseval:
Evaluation Metrics for Parsing Speech, Proc. Language
Resources and Evaluation (LREC), Genoa, Italy, 2006.
- Izhak Shafran, Acoustic and Language
Modeling for MALACH Czech ASR System, CLSP Research Note
No. 52, The Johns Hopkins University, 2006.
- Yanli Zheng, Richard Sproat, Liang Gu, Izhak Shafran, Haolang
Zhou, Yi Su, Dan Jurafsky, Rebecca Starr and Su-Youn Yoon,
Accent Detection and Speech Recognition for
Shanghai-Accented Mandarin, 9th European Conference on
Speech Communication and Technology (Eurospeech), Lisboa,
Portugal, 2005.
- Izhak Shafran and Mehryar Mohri, A
comparison of classifiers for detecting emotion from speech,
Proc. of IEEE Int'l Conference on Acoustic Signal and Speech
Processing (ICASSP), Philadelphia, PA, Mar 19-23, vol. 1,
pp. 341-344, 2005.
- Izhak Shafran and William Byrne,
Task-Specific Minimum Bayes-Risk Decoding using Learned Edit
Distance, Proc. of INTERSPEECH2004-ICSLP, vol. 3,
pp. 1945-48, Jeju Islands, Korea, Oct. 4-8, 2004.
- Izhak Shafran, Michael Riley and Mehryar Mohri, Voice Signatures, Proc. of IEEE
Automatic Speech Recognition and Understanding Workshop (ASRU),
US Virgin Islands, Nov 30-Dec 4, pp. 31-36, 2003.
- Izhak Shafran and Richard Rose,
Robust Speech Detection and Segmentation for Real-Time ASR
Applications, Proc. of IEEE Int'l Conference on Acoustic
Signal and Speech Processing (ICASSP), vol. 1, pp. 432-45, Hong
Kong, 2003.
- Mari Ostendorf, Izhak Shafran and Rebecca Bates, Prosody Models for Conversational Speech
Recognition, Proc. of the 2nd Plenary Meeting and
Symposium on Prosody and Speech Processing, Invited
Paper, pp. 147-154, 2003.
- Izhak Shafran and Mari Ostendorf,
Acoustic model clustering based on syllable structure,
Computer Speech and Language, vol. 17(4), pg. 311-328, 2003.
- Izhak Shafran, Mari Ostendorf and Richard Wright, Prosody and phonetic variability: Lessons
learned from acoustic model clustering, Proc. ISCA
Tutorial and Research Workshop on Prosody in Speech Recognition and
Understanding, pg. 127--131, 2001.
- Mari Ostendorf, Izhak Shafran, Stefanie Shattuck-Hufnagel,
Leslie Carmichael and William Byrne, A
prosodically labeled database of spontaneous speech,
Proc. ISCA Tutorial and Research Workshop on Prosody in Speech
Recognition and Understanding, pg. 119--121, 2001.
- Izhak Shafran and Mari Ostendorf,
Use of higher level linguistic structure in acoustic modeling for
speech recognition, Proc. IEEE Int'l Conference on
Acoustic Signal and Speech Processing (ICASSP), vol. 2,
pg. 1021-1024, Istanbul, Turkey, Jun 5-9, 2000.
- Izhak Shafran, Clustering wide-contexts and HMM topologies for
Spontaneous Speech Recognition, Ph.D. Thesis, University
of Washington, Seattle, 2001.
- Henry Lin, Izhak Shafran, David Yuh, and Gregory D. Hagery,
Towards Automatic Surgical Skill
Evaluation: Detection and Segmentation of Robotic-Sugrical
Motions, Journal of Computer Aided Surgery,
Invited Paper, vol. 11, No.5, pp. 20-30, 2006.
- Henry Lin, Izhak Shafran, David D. Yuh, and Gregory D. Hager,
Vision-Assisted Automatic Detection and Segmentation of
Robot-Assisted Surgical Motions, Medicine Meets Virtual
Reality 14, Long Beach, CA, 2006.
- Henry Lin, Izhak Shafran, Todd E. Murphy, Allison M. Okamura,
David D. Yuh, and Gregory D. Hager,
Automatic Detection and Segmentation of Robot-Assisted Surgical
Motions, 8th International Conference on Medical Image
Computing and Computer Assisted Intervention (MICCAI), MICCAI
Student Paper Award, vol. I, pp. 802-810, Palm Springs, CA, 2005.
- Mary Harper, Bonnie J. Dorr, John Hale, Brian Roark, Izhak
Shafran, Matthew Lease, Yang Liu, Matthew Snover, Lisa Yung, Anna
Krasnyanskaya, and Robin Stewart, Parsing
and Spoken Structural Event Detection, Final Report of
2005 Johns Hopkins Summer Workshop, 2005.
- Shankar Kumar, Yonggang Deng, Charles Schafer, Woosung Kim, Paola
Virga, Nizar Habash, David Smith, Filip Jurcicek, Bill Byrne,
Sanjeev Khudanpur, Izhak Shafran, and David Yarowsky, The JHU 2004 Chinese-English and
Arabic-English MT Evaluation Systems,
NIST Machine Translation 2004 Evaluation. June 22, 2004.
- Enrico Bocchieri, Andrej Ljolje, Michael Riley, Brian Roark, Murat
Saraclar and Izhak Shafran, AT&T 1xRT
CTS STT System, DARPA Rich Transcription Workshop,
unpublished presentation, Boston, Spring 2003.
- Izhak Shafran, Yashwant Gupta and C. R. Subramanya, Coherent
de-dispersion system for GMRT, Proc. 6th Asia Pacific Meet on
Astronomy, Int'l Astronomical Union, 1993.
- G. Sankarasubramanian, M. R. Shankaraman, Izhak Shafran, et. al.,
Feeds for GMRT, Proc. 6th Asia Pacific Meet on
Astronomy, Int'l Astronomical Union, 1993.
- Izhak Shafran, Signal Processing for Analyzing Pulsars,
M.Tech. Thesis, Electrical Engineering, Indian Institute of
Technology, Bombay (Mumbai), 1996.
- Checkout recent
discoveries using Giant Meterwave Radio Telescope (GMRT)!
Links
Some useful links:
Contact Me
20000 NW Walker Rd
Mail Code OGI701
Portland, 97006
Phone: 503-748-1158
FAX: 503-748-1306
zakshafran at gmail nospam com
|