Publications

73 / 3,609 publications found.


  •  Hori, T., Watanabe, S., Hershey, J.R., "Joint CTC/attention decoding for end-to-end speech recognition", Association for Computational Linguistics (ACL), DOI: 10.18653/​v1/​P17-1048, July 2017, pp. 518-529.
    BibTeX TR2017-103 PDF Video
    • @inproceedings{Hori2017jul,
    • author = {Hori, Takaaki and Watanabe, Shinji and Hershey, John R.},
    • title = {Joint CTC/attention decoding for end-to-end speech recognition},
    • booktitle = {Association for Computational Linguistics (ACL)},
    • year = 2017,
    • pages = {518--529},
    • month = jul,
    • doi = {10.18653/v1/P17-1048},
    • url = {https://www.merl.com/publications/TR2017-103}
    • }
  •  Luo, Y., Chen, Z., Hershey, J.R., Le Roux, J., Mesgarani, N., "Deep Clustering and Conventional Networks for Music Separation: Strong Together", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-010 PDF
    • @inproceedings{Luo2017mar,
    • author = {Luo, Yi and Chen, Zhuo and Hershey, John R. and Le Roux, Jonathan and Mesgarani, Nima},
    • title = {Deep Clustering and Conventional Networks for Music Separation: Strong Together},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-010}
    • }
  •  Meng, Z., Watanabe, S., Hershey, J.R., Erdogan, H., "Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-012 PDF
    • @inproceedings{Meng2017mar,
    • author = {Meng, Zhong and Watanabe, Shinji and Hershey, John R. and Erdogan, Hakan},
    • title = {Deep Long Short-Term Memory Adaptive Beamforming Networks for Multichannel Robust Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-012}
    • }
  •  Watanabe, S., Hori, T., Le Roux, J., Hershey, J.R., "Student-Teacher Network Learning with Enhanced Features", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-011 PDF
    • @inproceedings{Watanabe2017mar,
    • author = {Watanabe, Shinji and Hori, Takaaki and Le Roux, Jonathan and Hershey, John R.},
    • title = {Student-Teacher Network Learning with Enhanced Features},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-011}
    • }
  •  Hori, T., Wang, H., Hori, C., Watanabe, S., Harsham, B.A., Le Roux, J., Hershey, J.R., Koji, Y., Jing, Y., Zhu, Z., Aikawa, T., "Dialog State Tracking with Attention-based Sequence-to-sequence Learning", IEEE Workshop on Spoken Language Technology (SLT), DOI: 10.1109/​SLT.2016.7846317, December 2016, pp. 552-558.
    BibTeX TR2016-163 PDF
    • @inproceedings{Hori2016dec,
    • author = {Hori, Takaaki and Wang, Hai and Hori, Chiori and Watanabe, Shinji and Harsham, Bret A. and Le Roux, Jonathan and Hershey, John R. and Koji, Yusuke and Jing, Yi and Zhu, Zhaocheng and Aikawa, Takeyuki},
    • title = {Dialog State Tracking with Attention-based Sequence-to-sequence Learning},
    • booktitle = {IEEE Workshop on Spoken Language Technology (SLT)},
    • year = 2016,
    • pages = {552--558},
    • month = dec,
    • doi = {10.1109/SLT.2016.7846317},
    • url = {https://www.merl.com/publications/TR2016-163}
    • }
  •  Wisdom, S., Powers, T., Hershey, J.R., Le Roux, J., Atlas, L., "Full-Capacity Unitary Recurrent Neural Networks", Advances in Neural Information Processing Systems (NIPS), December 2016.
    BibTeX TR2016-155 PDF
    • @inproceedings{Wisdom2016dec,
    • author = {Wisdom, Scott and Powers, Thomas and Hershey, John R. and Le Roux, Jonathan and Atlas, Les},
    • title = {Full-Capacity Unitary Recurrent Neural Networks},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2016,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2016-155}
    • }
  •  Erdogan, H., Hershey, J.R., Watanabe, S., Mandel, M., Le Roux, J., "Improved MVDR beamforming using single-channel mask prediction networks", Interspeech, DOI: 10.21437/​Interspeech.2016-552, September 2016, pp. 1981-1985.
    BibTeX TR2016-072 PDF
    • @inproceedings{Erdogan2016sep,
    • author = {Erdogan, Hakan and Hershey, John R. and Watanabe, Shinji and Mandel, Michael and Le Roux, Jonathan},
    • title = {Improved MVDR beamforming using single-channel mask prediction networks},
    • booktitle = {Interspeech},
    • year = 2016,
    • pages = {1981--1985},
    • month = sep,
    • doi = {10.21437/Interspeech.2016-552},
    • url = {https://www.merl.com/publications/TR2016-072}
    • }
  •  Hori, C., Hori, T., Watanabe, S., Hershey, J.R., "Context-Sensitive and Role-Dependent Spoken Language Understanding using Bidirectional and Attention LSTMs", Interspeech, DOI: 10.21437/​Interspeech.2016-1171, September 2016, pp. 3236-3240.
    BibTeX TR2016-074 PDF
    • @inproceedings{Hori2016sep,
    • author = {Hori, Chiori and Hori, Takaaki and Watanabe, Shinji and Hershey, John R.},
    • title = {Context-Sensitive and Role-Dependent Spoken Language Understanding using Bidirectional and Attention LSTMs},
    • booktitle = {Interspeech},
    • year = 2016,
    • pages = {3236--3240},
    • month = sep,
    • doi = {10.21437/Interspeech.2016-1171},
    • url = {https://www.merl.com/publications/TR2016-074}
    • }
  •  Isik, Y., Le Roux, J., Chen, Z., Watanabe, S., Hershey, J.R., "Single-Channel Multi-Speaker Separation using Deep Clustering", Interspeech, DOI: 10.21437/​Interspeech.2016-1176, September 2016, pp. 545-549.
    BibTeX TR2016-073 PDF
    • @inproceedings{Isik2016sep,
    • author = {Isik, Yusuf and Le Roux, Jonathan and Chen, Zhuo and Watanabe, Shinji and Hershey, John R.},
    • title = {Single-Channel Multi-Speaker Separation using Deep Clustering},
    • booktitle = {Interspeech},
    • year = 2016,
    • pages = {545--549},
    • month = sep,
    • doi = {10.21437/Interspeech.2016-1176},
    • url = {https://www.merl.com/publications/TR2016-073}
    • }
  •  Hori, C., Watanabe, S., Hori, T., Harsham, B.A., Hershey, J.R., Koji, Y., Fujii, Y., Furumoto, Y., "Driver Confusion Status Detection Using Recurrent Neural Networks", IEEE International Conference on Multimedia and Expo (ICME), DOI: 10.1109/​ICME.2016.7552966, July 2016.
    BibTeX TR2016-088 PDF
    • @inproceedings{Hori2016jul,
    • author = {Hori, Chiori and Watanabe, Shinji and Hori, Takaaki and Harsham, Bret A. and Hershey, John R. and Koji, Yusuke and Fujii, Youichi and Furumoto, Yuki},
    • title = {Driver Confusion Status Detection Using Recurrent Neural Networks},
    • booktitle = {IEEE International Conference on Multimedia and Expo (ICME)},
    • year = 2016,
    • month = jul,
    • doi = {10.1109/ICME.2016.7552966},
    • url = {https://www.merl.com/publications/TR2016-088}
    • }
  •  Hershey, J.R., Chen, Z., Le Roux, J., Watanabe, S., "Deep Clustering: Discriminative Embeddings for Segmentation and Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7471631, March 2016, pp. 31-35.
    BibTeX TR2016-003 PDF
    • @inproceedings{Hershey2016mar,
    • author = {Hershey, John R. and Chen, Zhuo and Le Roux, Jonathan and Watanabe, Shinji},
    • title = {Deep Clustering: Discriminative Embeddings for Segmentation and Separation},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {31--35},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7471631},
    • url = {https://www.merl.com/publications/TR2016-003}
    • }
  •  Hori, T., Hori, C., Watanabe, S., Hershey, J.R., "Minimum Word Error Training of Long Short-Term Memory Recurrent Neural Network Language Models for Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7472827, March 2016, pp. 5990-5994.
    BibTeX TR2016-011 PDF
    • @inproceedings{Hori2016mar,
    • author = {Hori, Takaaki and Hori, Chiori and Watanabe, Shinji and Hershey, John R.},
    • title = {Minimum Word Error Training of Long Short-Term Memory Recurrent Neural Network Language Models for Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {5990--5994},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7472827},
    • url = {https://www.merl.com/publications/TR2016-011}
    • }
  •  Wisdom, S., Hershey, J.R., Le Roux, J., Watanabe, S., "Deep Unfolding for Multichannel Source Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7471649, March 2016, pp. 121-125.
    BibTeX TR2016-008 PDF
    • @inproceedings{Wisdom2016mar,
    • author = {Wisdom, Scott and Hershey, John R. and Le Roux, Jonathan and Watanabe, Shinji},
    • title = {Deep Unfolding for Multichannel Source Separation},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {121--125},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7471649},
    • url = {https://www.merl.com/publications/TR2016-008}
    • }
  •  Xiao, X., Watanabe, S., Erdogan, H., Lu, L., Hershey, J., Seltzer, M., Chen, G., Zhang, Y., Mandel, M., Yu, D., "Deep Beamforming Networks for Multi-Channel Speech Recognition", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2016.7472778, March 2016, pp. 5745-5749.
    BibTeX TR2016-002 PDF
    • @inproceedings{Xiao2016mar,
    • author = {Xiao, Xiong and Watanabe, Shinji and Erdogan, Hakan and Lu, Liang and Hershey, John and Seltzer, Mike and Chen, Guoguo and Zhang, Yu and Mandel, Michael and Yu, Dong},
    • title = {Deep Beamforming Networks for Multi-Channel Speech Recognition},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2016,
    • pages = {5745--5749},
    • month = mar,
    • doi = {10.1109/ICASSP.2016.7472778},
    • url = {https://www.merl.com/publications/TR2016-002}
    • }
  •  Hori, T., Chen, Z., Erdogan, H., Hershey, J.R., Le Roux, J., Mitra, V., Watanabe, S., "The MERL/SRI System for the 3rd CHiME Challenge Using Beamforming, Robust Feature Extraction, and Advanced Speech Recognition", IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU), DOI: 10.1109/​ASRU.2015.7404833, December 2015, pp. 475-481.
    BibTeX TR2015-135 PDF
    • @inproceedings{Hori2015dec2,
    • author = {Hori, T. and Chen, Z. and Erdogan, H. and Hershey, J.R. and {Le Roux}, J. and Mitra, V. and Watanabe, S.},
    • title = {The MERL/SRI System for the 3rd CHiME Challenge Using Beamforming, Robust Feature Extraction, and Advanced Speech Recognition},
    • booktitle = {IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)},
    • year = 2015,
    • pages = {475--481},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/ASRU.2015.7404833},
    • url = {https://www.merl.com/publications/TR2015-135}
    • }
  •  Hori, C.., Hori, T., Watanabe, S., Hershey, J.R., "Context Sensitive Spoken Language Understanding Using Role Dependent LSTM Layers", NIPS Workshop on Machine Learning for Spoken Language Understanding and Interaction, December 2015.
    BibTeX TR2015-134 PDF
    • @inproceedings{Hori2015dec1,
    • author = {Hori, C. and Hori, T. and Watanabe, S. and Hershey, J.R.},
    • title = {Context Sensitive Spoken Language Understanding Using Role Dependent LSTM Layers},
    • booktitle = {NIPS Workshop on Machine Learning for Spoken Language Understanding and Interaction},
    • year = 2015,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2015-134}
    • }
  •  Harsham, B.A., Watanabe, S., Esenther, A., Hershey, J.R., Le Roux, J., Luan, Y., Nikovski, D.N., Potluru, V.K., "Driver Prediction to Improve Interaction with In-Vehicle HMI", Workshop on DSP for In-Vehicle Systems and Safety (DSP), October 2015.
    BibTeX TR2015-120 PDF
    • @inproceedings{Harsham2015oct,
    • author = {Harsham, B.A. and Watanabe, S. and Esenther, A. and Hershey, J.R. and {Le Roux}, J. and Luan, Y. and Nikovski, D.N. and Potluru, V.K.},
    • title = {Driver Prediction to Improve Interaction with In-Vehicle HMI},
    • booktitle = {Workshop on DSP for In-Vehicle Systems and Safety (DSP)},
    • year = 2015,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2015-120}
    • }
  •  Abdelaziz, A.H., Watanabe, S., Hershey, J.R., Vincent, E., Kolossa, D., "Uncertainty Propagation Through Deep Neural Networks", Interspeech, September 2015, vol. 1 or 5, pp. 3561.
    BibTeX TR2015-098 PDF
    • @inproceedings{Abdelaziz2015sep,
    • author = {Abdelaziz, A.H. and Watanabe, S. and Hershey, J.R. and Vincent, E. and Kolossa, D.},
    • title = {Uncertainty Propagation Through Deep Neural Networks},
    • booktitle = {Interspeech},
    • year = 2015,
    • volume = {1 or 5},
    • pages = 3561,
    • month = sep,
    • isbn = {978-1-5108-1790-6},
    • url = {https://www.merl.com/publications/TR2015-098}
    • }
  •  Chen, Z., Watanabe, S., Erdogan, H., Hershey, J.R., "Speech Enhancement and Recognition Using Multi-Task Learning of Long Short-Term Memory Recurrent Neural Networks", Interspeech, September 2015, vol. 1 of 5, pp. 1278.
    BibTeX TR2015-100 PDF
    • @inproceedings{Chen2015sep,
    • author = {Chen, Z. and Watanabe, S. and Erdogan, H. and Hershey, J.R.},
    • title = {Speech Enhancement and Recognition Using Multi-Task Learning of Long Short-Term Memory Recurrent Neural Networks},
    • booktitle = {Interspeech},
    • year = 2015,
    • volume = {1 of 5},
    • pages = 1278,
    • month = sep,
    • isbn = {978-1-5108-1790-6},
    • url = {https://www.merl.com/publications/TR2015-100}
    • }
  •  Weninger, F.J., Erdogan, H., Watanabe, S., Vincent, E., Le Roux, J., Hershey, J.R., Schuller, B.W., "Speech Enhancement with LSTM Recurrent Neural Networks and Its Application to Noise-Robust ASR", Latent Variable Analysis and Signal Separation Conference (LVA), DOI: 10.1007/​978-3-319-22482-4_11, August 2015, vol. 9237, pp. 91-99.
    BibTeX TR2015-094 PDF
    • @inproceedings{Weninger2015aug,
    • author = {Weninger, F.J. and Erdogan, H. and Watanabe, S. and Vincent, E. and {Le Roux}, J. and Hershey, J.R. and Schuller, B.W.},
    • title = {Speech Enhancement with LSTM Recurrent Neural Networks and Its Application to Noise-Robust ASR},
    • booktitle = {Latent Variable Analysis and Signal Separation Conference (LVA)},
    • year = 2015,
    • volume = 9237,
    • pages = {91--99},
    • month = aug,
    • doi = {10.1007/978-3-319-22482-4_11},
    • isbn = {978-3-319-22482-4},
    • url = {https://www.merl.com/publications/TR2015-094}
    • }
  •  Erdogan, H., Hershey, J.R., Watanabe, S., Le Roux, J., "Phase-Sensitive and Recognition-Boosted Speech Separation Using Deep Recurrent Neural Networks", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7178061, April 2015, pp. 708-712.
    BibTeX TR2015-031 PDF
    • @inproceedings{Erdogan2015apr,
    • author = {Erdogan, H. and Hershey, J.R. and Watanabe, S. and {Le Roux}, J.},
    • title = {Phase-Sensitive and Recognition-Boosted Speech Separation Using Deep Recurrent Neural Networks},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {708--712},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7178061},
    • url = {https://www.merl.com/publications/TR2015-031}
    • }
  •  Le Roux, J., Hershey, J.R., Weninger, F.J., "Deep NMF for Speech Separation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7177933, April 2015, pp. 66-70.
    BibTeX TR2015-029 PDF
    • @inproceedings{LeRoux2015apr1,
    • author = {{Le Roux}, J. and Hershey, J.R. and Weninger, F.J.},
    • title = {Deep NMF for Speech Separation},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {66--70},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7177933},
    • url = {https://www.merl.com/publications/TR2015-029}
    • }
  •  Le Roux, J., Vincent, E., Hershey, J.R., Ellis, D.P.W., "Micbots: Collecting Large Realistic Datasets for Speech and Audio Research Using Mobile Robots", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP.2015.7179050, April 2015, pp. 5635-5639.
    BibTeX TR2015-030 PDF
    • @inproceedings{LeRoux2015apr2,
    • author = {{Le Roux}, J. and Vincent, E. and Hershey, J.R. and Ellis, D.P.W.},
    • title = {Micbots: Collecting Large Realistic Datasets for Speech and Audio Research Using Mobile Robots},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2015,
    • pages = {5635--5639},
    • month = apr,
    • publisher = {IEEE},
    • doi = {10.1109/ICASSP.2015.7179050},
    • url = {https://www.merl.com/publications/TR2015-030}
    • }
  •  Le Roux, J., Weninger, F.J., Hershey, J.R., "Sparse NMF -- half-baked or well done?," Tech. Rep. TR2015-023, Mitsubishi Electric Research Laboratories, March 2015.
    BibTeX TR2015-023 PDF
    • @techreport{LeRoux2015mar,
    • author = {{Le Roux}, J. and Weninger, F.J. and Hershey, J.R.},
    • title = {Sparse NMF -- half-baked or well done?},
    • institution = {Mitsubishi Electric Research Laboratories},
    • year = 2015,
    • number = {TR2015-023},
    • address = {Cambridge MA, USA},
    • month = mar,
    • url = {https://www.merl.com/publications/TR2015-023}
    • }
  •  Weninger, F., Le Roux, J., Hershey, J.R., Schuller, B., "Discriminatively Trained Recurrent Neural Networks for Single-Channel Speech Separation", IEEE Global Conference on Signal and Information Processing (GlobalSIP), DOI: 10.1109/​GlobalSIP.2014.7032183, December 2014, pp. 577-581.
    BibTeX TR2014-104 PDF
    • @inproceedings{Weninger2014dec,
    • author = {Weninger, F. and {Le Roux}, J. and Hershey, J.R. and Schuller, B.},
    • title = {Discriminatively Trained Recurrent Neural Networks for Single-Channel Speech Separation},
    • booktitle = {IEEE Global Conference on Signal and Information Processing (GlobalSIP)},
    • year = 2014,
    • pages = {577--581},
    • month = dec,
    • publisher = {IEEE},
    • doi = {10.1109/GlobalSIP.2014.7032183},
    • url = {https://www.merl.com/publications/TR2014-104}
    • }