Jon Malkin
Research Interests
- Pattern recognition/machine learning
- Semi-supervised learning
- Novel classification models
- Signal processing (esp. of voice/speech)
- Low-dimensional representation
Publications
Journal Articles
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Xiao Li, Jonathan Malkin and Jeff Bilmes,
"A High-speed, Low-Resource ASR Back-end Based on Custom Arithmetic,"
IEEE Trans. on Speech and Audio Processing, Sep. 2006.
[pdf]
Conference Papers
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Jonathan Malkin and Jeff Bilmes,
"Ratio Semi-definite Classifiers,"
IEEE Intl. Conf. on Audio, Speech and Signal Processing,
Las Vegas, NV, Apr. 2008.
[pdf]
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Jonathan Malkin, Brandi House and Jeff Bilmes,
"Control of Simulated Arm with the Vocal Joystick,"
CHI 2007 Workshop on Striking a C[h]ord: Vocal Interaction in
Assistive Technologies, Games, and More,
San Jose, CA, Apr. 2007.
[pdf]
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Susumu Harada, James Landay, Jonathan Malkin, Xiao Li and Jeff Bilmes,
"The Vocal Joystick: Evaluation of Voice-based Cursor Control Techniques,"
Proceedings of the 8th International ACM SIGACCESS Conference on
Computers and Accessibility,
Portland, Oregon, Oct. 2006.
[pdf]
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Kelly Kilanski, Jonathan Malkin, Xiao Li, Richard Wright and Jeff Bilmes,
"The Vocal Joystick Data Collection Effort and Vowel Corpus,"
Interspeech, Pittsburgh, Sep. 2006.
[pdf]
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Xiao Li, Jonathan Malkin, Susumu Harada, Jeff Bilmes, Richard
Wright and James Landay,
"An Online Adaptive Filtering Algorithm for the Vocal
Joystick,"
Interspeech, Pittsburgh, Sep. 2006.
[pdf]
[video]
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Jeff Bilmes, Jonathan Malkin, Xiao Li, Susumu Harada, Kelley
Kilanski, Katrin Kirchhoff, Richard Wright, Amarnag Subramanya,
James Landay, Patricia Dowden and Howard Chizeck,
"The Vocal Joystick,"
IEEE Intl. Conf. on Audio, Speech and Signal Processing,
Toulouse, France, May 2006.
[pdf]
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Jonathan Malkin, Xiao Li and Jeff Bilmes,
"Energy and Loudness for Speed Control in the Vocal Joystick,"
IEEE Automatic Speech Recognition and Understanding Workshop,
Cancun, Mexico, Nov. 2005.
[pdf]
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Jeff Bilmes, Xiao Li, Jonathan Malkin, Kelley Kilanski,
Richard Wright, Katrin Kirchhoff, Amarnag Subramanya, Susumu
Harada, James A. Landay, Patricia Dowden and Howard Chizeck,
"The Vocal Joystick: A Voice-Based Human-Computer Interface
for Individuals with Motor Impairments,"
Human Language Technology Conf. and Conf. on Empirical
Methods in Natural Language Processing,
Vancouver, Canada, Oct. 2005.
[pdf]
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Xiao Li, Jeff Bilmes and Jonathan Malkin,
"Maximum Margin Learning and Adaptation of MLP Classifers,"
Eurospeech, Sep. 2005.
[pdf]
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Jonathan Malkin, Xiao Li and Jeff Bilmes,
"A Graphical Model Approach to Formant Tracking,"
IEEE Intl. Conf. on Audio, Speech and Signal Processing,
Philadelphia, March 2005.
[pdf]
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Xiao Li, Jonathan Malkin and Jeff Bilmes,
"Graphical Model Approach to Pitch Tracking,"
Intl. Conf. on Spoken Language Processing,
Jeju, Korea, Oct. 2004.
[pdf]
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Jonathan Malkin, Xiao Li and Jeff Bilmes,
"Custom Arithmetic for High-speed, Low-resource ASR Systems,"
Intl. Conf. on Audio, Speech and Signal Processing,
Montreal, Canada, May 2004.
[pdf]
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Xiao Li, Jonathan Malkin and Jeff Bilmes,
"Codebook Design for ASR Systems Using Custom Arithmetic Units,"
Intl. Conf. on Audio, Speech and Signal Processing,
Montreal, Canada, May 2004.
[pdf]
Technical Reports
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Jonathan Malkin, Neil Lawrence, Jeff Bilmes,
"The GP-LVM for Vocal Joystick Control,"
University of Washington, Department of Electrical
Engineering, Technical Report UWEETR-2006-0016,
Oct. 2006.
[TR website]
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Jeff Bilmes, Xiao Li, Jonathan Malkin, Kelley Kilanski,
Richard Wright, Katrin Kirchhoff, Amarnag Subramanya, Susumu
Harada, James A. Landay, Patricia Dowden and Howard Chizeck,
"The Vocal Joystick: A Voice-Based Human-Computer Interface
for Individuals with Motor Impairments,"
University of Washington, Department of Electrical
Engineering, Technical Report UWEETR-2005-0007,
June 2005.
[TR website]
Posters
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Jeff Bilmes, Xiao Li, Jonathan Malkin, Kelley Kilanski,
Richard Wright, Katrin Kirchhoff, Amarnag Subramanya, Susumu
Harada, James A. Landay, Patricia Dowden and Howard Chizeck,
"The Vocal Joystick: A Voice-Based Human-Computer Interface
for Individuals with Motor Impairments,"
18th Annual ACM Sypm. on User Interface Software and Technology,
Seattle, Oct. 2005.
[extended abstract]
[poster]
Demonstrations
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Jeff Bilmes, Xiao Li, Jonathan Malkin, Kelley Kilanski,
Richard Wright, Katrin Kirchhoff, Amarnag Subramanya, Susumu
Harada, James A. Landay, Patricia Dowden and Howard Chizeck,
"The Vocal Joystick Demo at UIST05: A Voice-Based
Human-Computer Interface,"
18th Annual ACM Symp. on User Interface Software and Technology,
Seattle, Oct. 2005.
[extended abstract]
[video]
Last updated: 10 Oct. 2006
