Andrew W. Senior

- Research Area(s)
- Machine Intelligence
- Machine Perception
- Machine Translation
- Speech Processing
Co-Authors
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Alexander Gruenstein
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Ananya Misra
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Arun Narayanan
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Ashok Popat
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Bo Li
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Chanwoo Kim
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Dmitriy Genzel
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Ehsan Variani
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Erik McDermott
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Eugene Ie
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Françoise Beaufays
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Félix de Chaumont Quitry
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Geoffrey E. Hinton
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Georg Heigold
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Golan Pundak
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Greg Corrado
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Hank Liao
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Hasim Sak
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Heiga Zen
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Ignacio Lopez Moreno
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Izhak Shafran
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Jeffrey Dean
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Jeffrey Sorensen
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Kai Chen
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Kanishka Rao
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Ke Yang
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Kevin Wilson
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Matthieu Devin
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Michiel Bacchiani
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Mike Schuster
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Olivier Siohan
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Oriol Vinyals
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Paul A. Tucker
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Quoc V. Le
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Rajat Monga
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Ron J. Weiss
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Tara N. Sainath
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Vincent Vanhoucke
Google Publications
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Multichannel Signal Processing with Deep Neural Networks for Automatic Speech Recognition
Tara Sainath, Ron J. Weiss, Kevin Wilson, Bo Li, Arun Narayanan, Ehsan Variani, Michiel Bacchiani, Izhak Shafran, Andrew Senior, Kean Chin, Ananya Misra, Chanwoo Kim
IEEE /ACM Transactions on Audio, Speech, and Language Processing, vol. 25 (2017), pp. 965 - 979
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Raw Multichannel Processing Using Deep Neural Networks
Tara N. Sainath, Ron J. Weiss, Kevin W. Wilson, Arun Narayanan, Michiel Bacchiani, Bo Li, Ehsan Variani, Izhak Shafran, Andrew Senior, Kean Chin, Ananya Misra, Chanwoo Kim
New Era for Robust Speech Recognition: Exploiting Deep Learning, Springer (2017)
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Flatstart-CTC: a new acoustic model training procedure for speech recognition
Andrew Senior, Hasim Sak, Kanishka Rao
ICASSP 2016
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WaveNet: A Generative Model for Raw Audio
Aäron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alexander Graves, Nal Kalchbrenner, Andrew Senior, Koray Kavukcuoglu
Arxiv (2016)
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Acoustic Modelling with CD-CTC-SMBR LSTM RNNS
Andrew Senior, Hasim Sak, Felix de Chaumont Quitry, Tara N. Sainath, Kanishka Rao
ASRU (2015)
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Context dependent phone models for LSTM RNN acoustic modelling
Andrew W. Senior, Hasim Sak, Izhak Shafran
ICASSP (2015), pp. 4585-4589
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Convolutional, Long Short-Term Memory, Fully Connected Deep Neural Networks
Tara Sainath, Oriol Vinyals, Andrew Senior, Hasim Sak
ICASSP (2015)
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Zhen-Hua Ling, Shiyin Kang, Heiga Zen, Andrew Senior, Mike Schuster, Xiao-Jun Qian, Helen Meng, Li Deng
IEEE Signal Processing Magazine, vol. 32 (2015), pp. 35-52
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Fast and Accurate Recurrent Neural Network Acoustic Models for Speech Recognition
Hasim Sak, Andrew W. Senior, Kanishka Rao, Françoise Beaufays
CoRR, vol. abs/1507.06947 (2015)
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Large Vocabulary Automatic Speech Recognition for Children
Hank Liao, Golan Pundak, Olivier Siohan, Melissa Carroll, Noah Coccaro, Qi-Ming Jiang, Tara N. Sainath, Andrew Senior, Françoise Beaufays, Michiel Bacchiani
Interspeech (2015)
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Learning acoustic frame labeling for speech recognition with recurrent neural networks
Hasim Sak, Andrew W. Senior, Kanishka Rao, Ozan Irsoy, Alex Graves, Françoise Beaufays, Johan Schalkwyk
ICASSP (2015), pp. 4280-4284
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Learning the Speech Front-end with Raw Waveform CLDNNs
Tara Sainath, Ron J. Weiss, Kevin Wilson, Andrew W. Senior, Oriol Vinyals
Interspeech (2015)
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Speaker Location and Microphone Spacing Invariant Acoustic Modeling from Raw Multichannel Waveforms
Tara N. Sainath, Ron J. Weiss, Kevin Wilson, Arun Narayanan, Michiel Bacchiani, Andrew Senior
ASRU (2015)
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Asynchronous Stochastic Optimization for Sequence Training of Deep Neural Networks
Georg Heigold, Erik McDermott, Vincent Vanhoucke, Andrew Senior, Michiel Bacchiani
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Firenze, Italy (2014)
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Asynchronous, Online, GMM-free Training of a Context Dependent Acoustic Model for Speech Recognition
M. Bacchiani, A. Senior, G. Heigold
Proceedings of the European Conference on Speech Communication and Technology (2014) (to appear)
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Deep Mixture Density Networks for Acoustic Modeling in Statistical Parametric Speech Synthesis
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE (2014), pp. 3872-3876
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Fine Context, Low-rank, Softplus Deep Neural Networks for Mobile Speech Recognition
Andrew Senior, Xin Lei
Proc. ICASSP (2014) (to appear)
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GMM-Free DNN Training
A. Senior, G. Heigold, M. Bacchiani, H. Liao
Proceedings of the International Conference on Acoustics,Speech and Signal Processing (2014)
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Improving DNN Speaker Independence with I-vector Inputs
Andrew Senior, Ignacio Lopez-Moreno
Proc. ICASSP, IEEE (2014)
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Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition
Hasim Sak, Andrew W. Senior, Françoise Beaufays
CoRR, vol. abs/1402.1128 (2014)
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Long short-term memory recurrent neural network architectures for large scale acoustic modeling
Hasim Sak, Andrew W. Senior, Françoise Beaufays
INTERSPEECH (2014), pp. 338-342
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Accurate and Compact Large Vocabulary Speech Recognition on Mobile Devices
Xin Lei, Andrew Senior, Alexander Gruenstein, Jeffrey Sorensen
Interspeech (2013)
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An Empirical study of learning rates in deep neural networks for speech recognition
Andrew Senior, Georg Heigold, Marc'aurelio Ranzato, Ke Yang
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Vancouver, CA (2013) (to appear)
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Large scale deep neural network acoustic modeling with semi-supervised training data for YouTube video transcription
Hank Liao, Erik McDermott, Andrew Senior
ASRU (2013)
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Multilingual acoustic models using distributed deep neural networks
Georg Heigold, Vincent Vanhoucke, Andrew Senior, Patrick Nguyen, Marc'aurelio Ranzato, Matthieu Devin, Jeff Dean
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Vancouver, CA (2013)
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On Rectified Linear Units For Speech Processing
M.D. Zeiler, M. Ranzato, R. Monga, M. Mao, K. Yang, Q.V. Le, P. Nguyen, A. Senior, V. Vanhoucke, J. Dean, G.E. Hinton
38th International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver (2013)
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Statistical Parametric Speech Synthesis Using Deep Neural Networks
Heiga Zen, Andrew Senior, Mike Schuster
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE (2013), pp. 7962-7966
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Application Of Pretrained Deep Neural Networks To Large Vocabulary Speech Recognition
Navdeep Jaitly, Patrick Nguyen, Andrew Senior, Vincent Vanhoucke
Proceedings of Interspeech 2012
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Deep Neural Networks for Acoustic Modeling in Speech Recognition
Geoffrey Hinton, Li Deng, Dong Yu, George Dahl, Abdel-rahman Mohamed, Navdeep Jaitly, Andrew Senior, Vincent Vanhoucke, Patrick Nguyen, Tara Sainath, Brian Kingsbury
Signal Processing Magazine (2012)
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Large Scale Distributed Deep Networks
Jeffrey Dean, Greg S. Corrado, Rajat Monga, Kai Chen, Matthieu Devin, Quoc V. Le, Mark Z. Mao, Marc’Aurelio Ranzato, Andrew Senior, Paul Tucker, Ke Yang, Andrew Y. Ng
NIPS (2012)
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Learning improved linear transforms for speech recognition
Andrew Senior, Youngmin Cho, Jason Weston
ICASSP, IEEE (2012)
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Improving the speed of neural networks on CPUs
Vincent Vanhoucke, Andrew Senior, Mark Z. Mao
Deep Learning and Unsupervised Feature Learning Workshop, NIPS 2011
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Privacy protection and face recognition
Andrew Senior, Sharat Pankanti
Handbook of Face recognition, Springer, 236 Gray's Inn Road | Floor 6 London | WC1X 8HL | UK (2011), pp. 671-692
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Dmitriy Genzel, Ashok C. Popat, Nemanja Spasojevic, Michael Jahr, Andrew Senior, Eugene Ie, Frank Yung-Fong Tang
ICDAR-2011
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Computer Vision Interfaces for Interactive Art
Andrew Senior, Alejandro Jaimes
Human-Centric Interfaces for Ambient Intelligence, Elsevier (2009)
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Privacy Protection in Video Surveillance
Springer (2009)