Georg Heigold
- Research Area(s)
- Machine Intelligence
- Speech Processing
Co-Authors
Google Publications
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End-to-End Text-Dependent Speaker Verification
Georg Heigold, Ignacio Moreno, Samy Bengio, Noam M. Shazeer
International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE (2016)
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Ehsan Variani, Erik McDermott, Georg Heigold
ICASSP, IEEE (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 Stochastic Optimization for Sequence Training of Deep Neural Networks: Towards Big Data
Erik McDermott, Georg Heigold, Pedro Moreno, Andrew Senior, Michiel Bacchiani
Interspeeech, ISCA (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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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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Sequence Discriminative Distributed Training of Long Short-Term Memory Recurrent Neural Networks
Hasim Sak, Oriol Vinyals, Georg Heigold, Andrew Senior, Erik McDermott, Rajat Monga, Mark Mao
Interspeech (2014)
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Small-Footprint Keyword Spotting using Deep Neural Networks
Guoguo Chen, Carolina Parada, Georg Heigold
ICASSP, IEEE (2014)
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Word Embeddings for Speech Recognition
Proceedings of the 15th Conference of the International Speech Communication Association, Interspeech (2014)
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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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Deep Neural Networks with Auxiliary Gaussian Mixture Models for Real-Time Speech Recognition
Xin Lei, Hui Lin, Georg Heigold
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Vancouver, CA (2013)
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Multiframe Deep Neural Networks for Acoustic Modeling
Vincent Vanhoucke, Matthieu Devin, Georg Heigold
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Vancouver, CA (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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Georg Heigold, Patrick Nguyen, Mitchel Weintraub, Vincent Vanhoucke
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), IEEE, Kyoto, Japan (2012), pp. 4437-4440
Previous Publications
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Latent Log-Linear Models for Handwritten Digit Classification
Thomas Deselaers, Tobias Gass, Georg Heigold
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34/6 (2012), pp. 1105-1117
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Speech Recognition with State-based Nearest Neighbour Classifiers.
Thomas Deselaers, Georg Heigold, Hermann Ney
Interspeech (2007), pp. 2093-2096
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Minimum Exact Word Error Training
Georg Heigold, Wolfgang Macherey, Ralf Schlueter, Hermann Ney
Automatic Speech Recognition and Understanding (2005), pp. 186-190




















