Georg Heigold

Günter Neumann

CoRR, 2017

Cross-lingual Character-Level Neural Morphological Tagging.

[BibT_eX]

[DOI]

Ryan Cotterell

Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, 2017

Common Round: Application of Language Technologies to Large-Scale Web Debates.

[BibT_eX]

[DOI]

Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages.

[BibT_eX]

[DOI]

Guenter Neumann

Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

2016

Neural Morphological Tagging from Characters for Morphologically Rich Languages.

[BibT_eX]

[DOI]

Guenter Neumann

CoRR, 2016

End-to-end text-dependent speaker verification.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Scaling character-based morphological tagging to fourteen languages.

[BibT_eX]

[DOI]

Günter Neumann

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

2015

A Gaussian Mixture Model layer jointly optimized with discriminative features within a Deep Neural Network architecture.

[BibT_eX]

[DOI]

Ehsan Variani

Erik McDermott

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

2014

Sequence discriminative distributed training of long short-term memory recurrent neural networks.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2014, 2014

Asynchronous stochastic optimization for sequence training of deep neural networks: towards big data.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2014, 2014

Word embeddings for speech recognition.

[BibT_eX]

[DOI]

Samy Bengio

Proceedings of the INTERSPEECH 2014, 2014

Asynchronous, online, GMM-free training of a context dependent acoustic model for speech recognition.

[BibT_eX]

[DOI]

Michiel Bacchiani

Andrew W. Senior

Proceedings of the INTERSPEECH 2014, 2014

GMM-free DNN acoustic model training.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Asynchronous stochastic optimization for sequence training of deep neural networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Small-footprint keyword spotting using deep neural networks.

[BibT_eX]

[DOI]

Guoguo Chen

Carolina Parada

Proceedings of the IEEE International Conference on Acoustics, 2014

2013

Optimization Algorithms and Applications for Speech and Language Processing.

[BibT_eX]

[DOI]

IEEE Trans. Speech Audio Process., 2013

Investigations on an EM-Style Optimization Algorithm for Discriminative Training of HMMs.

[BibT_eX]

[DOI]

Ralf Schlüter

IEEE ACM Trans. Audio Speech Lang. Process., 2013

Multiframe deep neural networks for acoustic modeling.

[BibT_eX]

[DOI]

Vincent Vanhoucke

Matthieu Devin

Proceedings of the IEEE International Conference on Acoustics, 2013

An empirical study of learning rates in deep neural networks for speech recognition.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

Deep neural networks with auxiliary Gaussian mixture models for real-time speech recognition.

[BibT_eX]

[DOI]

Xin Lei

Hui Lin

Proceedings of the IEEE International Conference on Acoustics, 2013

Multilingual acoustic models using distributed deep neural networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

WFST Enabled Solutions to ASR Problems: Beyond HMM Decoding.

[BibT_eX]

[DOI]

IEEE Trans. Speech Audio Process., 2012

Discriminative Training for Automatic Speech Recognition: Modeling, Criteria, Optimization, Implementation, and Performance.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2012

Latent Log-Linear Models for Handwritten Digit Classification.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2012

Exemplar-based speech recognition in a rescoring approach.

[BibT_eX]

[DOI]

Proceedings of the 2012 Symposium on Machine Learning in Speech and Language Processing, 2012

Posterior-Scaled MPE: Novel Discriminative Training Criteria.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2012, 2012

Overview of large scale optimization for discriminative training in speech recognition.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Investigations on exemplar-based features for speech recognition towards thousands of hours of unsupervised, noisy data.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011

Equivalence of Generative and Log-Linear Models.

[BibT_eX]

[DOI]

IEEE Trans. Speech Audio Process., 2011

Confidence- and margin-based MMI/MPE discriminative training for off-line handwriting recognition.

[BibT_eX]

[DOI]

Philippe Dreuw

Int. J. Document Anal. Recognit., 2011

EM-style optimization of hidden conditional random fields for grapheme-to-phoneme conversion.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

A log-linear discriminative modeling framework for speech recognition.

[BibT_eX]

[DOI]

PhD thesis, 2010

Object classification by fusing SVMs and Gaussian mixtures.

[BibT_eX]

[DOI]

Thomas Deselaers

Pattern Recognit., 2010

Speech Recognition With Flat Direct Models.

[BibT_eX]

[DOI]

Patrick Nguyen

Geoffrey Zweig

IEEE J. Sel. Top. Signal Process., 2010

Margin-Based Discriminative Training for String Recognition.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2010

A discriminative splitting criterion for phonetic decision trees.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2010, 2010

Discriminative HMMS, log-linear models, and CRFS: What is the difference?

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

Eine Formulierung für den log-linearen, diskriminativen Ansatz in der Spracherkennung.

[BibT_eX]

[DOI]

Proceedings of the Ausgezeichnete Informatikdissertationen 2010, 2010

2009

The RWTH aachen university open source speech recognition system.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2009, 2009

Development of the GALE 2008 Mandarin LVCSR system.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2009, 2009

Investigations on convex optimization using log-linear HMMs for digit string recognition.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2009, 2009

Optimizing CRFs for SLU tasks in various languages using modified training criteria.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2009, 2009

Confidence-Based Discriminative Training for Model Adaptation in Offline Arabic Handwriting Recognition.

[BibT_eX]

[DOI]

Philippe Dreuw

Proceedings of the 10th International Conference on Document Analysis and Recognition, 2009

A flat direct model for speech recognition.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2009

Modified MPE/MMI in a transducer-based framework.

[BibT_eX]

[DOI]

Ralf Schlüter

Proceedings of the IEEE International Conference on Acoustics, 2009

Investigations on features for log-linear acoustic models in continuous speech recognition.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, 2009

Generalized likelihood ratio discriminant analysis.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, 2009

2008

Recent improvements of the RWTH GALE Mandarin LVCSR system.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2008, 2008

On the equivalence of Gaussian and log-linear HMMs.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2008, 2008

SVMs, Gaussian mixtures, and their generative/discriminative fusion.

[BibT_eX]

[DOI]

Thomas Deselaers

Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

Modified MMI/MPE: a direct evaluation of the margin in speech recognition.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2008

A GIS-like training algorithm for log-linear models with hidden variables.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2008

2007

The RWTH 2007 TC-STAR evaluation system for european English and Spanish.

[BibT_eX]

[DOI]

Proceedings of the INTERSPEECH 2007, 2007

On the equivalence of Gaussian HMM and Gaussian HMM-like hidden conditional random fields.

[BibT_eX]

[DOI]

Ralf Schlüter

Proceedings of the INTERSPEECH 2007, 2007

Speech recognition with state-based nearest neighbour classifiers.

[BibT_eX]

[DOI]

Thomas Deselaers