Publications

673 / 3,841 publications found.


  •  Hayashi, T., Watanabe, S., Toda, T., Hori, T., Le Roux, J., Takeda, K., "Duration-Controlled LSTM for Polyphonic Sound Event Detection", IEEE/ACM Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/​TASLP.2017.2740002, Vol. 25, No. 11, August 2017.
    BibTeX TR2017-150 PDF
    • @article{Hayashi2017aug,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Toda, Tomoki and Hori, Takaaki and {Le Roux}, Jonathan and Takeda, Kazuya},
    • title = {{Duration-Controlled LSTM for Polyphonic Sound Event Detection}},
    • journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
    • year = 2017,
    • volume = 25,
    • number = 11,
    • month = aug,
    • doi = {10.1109/TASLP.2017.2740002},
    • issn = {2329-9304},
    • url = {https://www.merl.com/publications/TR2017-150}
    • }
  •  Ochiai, T., Watanabe, S., Hori, T., Hershey, J.R., "Multichannel End-to-end Speech Recognition", International Conference on Machine Learning (ICML), August 2017.
    BibTeX TR2017-107 PDF
    • @inproceedings{Ochiai2017aug,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Hori, Takaaki and Hershey, John R.},
    • title = {{Multichannel End-to-end Speech Recognition}},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-107}
    • }
  •  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}
    • }
  •  Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., Wada, T., "Online Data-Driven Battery Voltage Prediction", IEEE International Conference on Industrial Informatics (INDIN), DOI: 10.1109/​INDIN.2017.8104879, July 2017.
    BibTeX TR2017-101 PDF
    • @inproceedings{Pajovic2017jul,
    • author = {Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V. and Wada, Toshihiro},
    • title = {{Online Data-Driven Battery Voltage Prediction}},
    • booktitle = {IEEE International Conference on Industrial Informatics (INDIN)},
    • year = 2017,
    • month = jul,
    • doi = {10.1109/INDIN.2017.8104879},
    • url = {https://www.merl.com/publications/TR2017-101}
    • }
  •  Abbeloos, W., Caccamo, S., Ataer-Cansizoglu, E., Taguchi, Y., Feng, C., Lee, T.-Y., "Detecting and Grouping Identical Objects for Region Proposal and Classification", CVPR Workshop on Deep Learning for Robotic Vision, DOI: 10.1109/​CVPRW.2017.76, July 2017.
    BibTeX TR2017-099 PDF
    • @inproceedings{Abbeloos2017jul,
    • author = {Abbeloos, Wim and Caccamo, Sergio and Ataer-Cansizoglu, Esra and Taguchi, Yuichi and Feng, Chen and Lee, Teng-Yok},
    • title = {{Detecting and Grouping Identical Objects for Region Proposal and Classification}},
    • booktitle = {CVPR Workshop on Deep Learning for Robotic Vision},
    • year = 2017,
    • month = jul,
    • doi = {10.1109/CVPRW.2017.76},
    • url = {https://www.merl.com/publications/TR2017-099}
    • }
  •  Yu, Z., Feng, C., Liu, M.-Y., Ramalingam, S., "CASENet: Deep Category-Aware Semantic Edge Detection", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2017.191, July 2017.
    BibTeX TR2017-100 PDF Video Data Software
    • @inproceedings{Yu2017jul,
    • author = {Yu, Zhiding and Feng, Chen and Liu, Ming-Yu and Ramalingam, Srikumar},
    • title = {{CASENet: Deep Category-Aware Semantic Edge Detection}},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2017,
    • month = jul,
    • doi = {10.1109/CVPR.2017.191},
    • url = {https://www.merl.com/publications/TR2017-100}
    • }
  •  Feng, C., Liu, M.-Y., Kao, C.-C., Lee, T.-Y., "Deep Active Learning for Civil Infrastructure Defect Detection and Classification", International Workshop on Computing in Civil Engineering (IWCCE), June 2017.
    BibTeX TR2017-034 PDF
    • @inproceedings{Feng2017jun,
    • author = {Feng, Chen and Liu, Ming-Yu and Kao, Chieh-Chi and Lee, Teng-Yok},
    • title = {{Deep Active Learning for Civil Infrastructure Defect Detection and Classification}},
    • booktitle = {International Workshop on Computing in Civil Engineering (IWCCE)},
    • year = 2017,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2017-034}
    • }
  •  Farahmand, A.-M., Benosman, M., "Towards Stability in Learning-based Control: A Bayesian Optimization-based Adaptive Controller", The Multi-disciplinary Conference on Reinforcement Learning and Decision Making, June 2017.
    BibTeX TR2017-075 PDF
    • @inproceedings{Farahmand2017jun,
    • author = {Farahmand, Amir-massoud and Benosman, Mouhacine},
    • title = {{Towards Stability in Learning-based Control: A Bayesian Optimization-based Adaptive Controller}},
    • booktitle = {The Multi-disciplinary Conference on Reinforcement Learning and Decision Making},
    • year = 2017,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2017-075}
    • }
  •  Farahmand, A.-M., Nabi, S., Nikovski, D.N., "Deep Reinforcement Learning for Partial Differential Equation Control", American Control Conference (ACC), DOI: 10.23919/​ACC.2017.7963427, May 2017.
    BibTeX TR2017-063 PDF
    • @inproceedings{Farahmand2017may,
    • author = {Farahmand, Amir-massoud and Nabi, Saleh and Nikovski, Daniel N.},
    • title = {{Deep Reinforcement Learning for Partial Differential Equation Control}},
    • booktitle = {American Control Conference (ACC)},
    • year = 2017,
    • month = may,
    • doi = {10.23919/ACC.2017.7963427},
    • url = {https://www.merl.com/publications/TR2017-063}
    • }
  •  Farahmand, A.-M., Barreto, A.M.S., Nikovski, D.N., "Value-Aware Loss Function for Model-based Reinforcement Learning", Artificial Intelligence and Statistics (AISTATS), Vol. 54, April 2017.
    BibTeX TR2017-049 PDF
    • @article{Farahmand2017apr,
    • author = {Farahmand, Amir-massoud and Barreto, Andre M.S. and Nikovski, Daniel N.},
    • title = {{Value-Aware Loss Function for Model-based Reinforcement Learning}},
    • journal = {Artificial Intelligence and Statistics (AISTATS)},
    • year = 2017,
    • volume = 54,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2017-049}
    • }
  •  Watanabe, S., Hori, T., Hayashi, T., Kim, S., "End-to-end ASR without using morphological analyzer, pronunciation dictionary and language model", Acoustical Society of Japan Spring Meeting (ASJ), March 2017.
    BibTeX TR2017-021 PDF
    • @inproceedings{Watanabe2017mar2,
    • author = {Watanabe, Shinji and Hori, Takaaki and Hayashi, Tomoki and Kim, Suyoun},
    • title = {{End-to-end ASR without using morphological analyzer, pronunciation dictionary and language model}},
    • booktitle = {Acoustical Society of Japan Spring Meeting (ASJ)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-021}
    • }
  •  Hayashi, T., Watanabe, S., Toda, T., Hori, T., Le Roux, J., Takeda, K., "BLSTM-HMM Hybrid System Combined with Sound Activity Detection Network for Polyphonic Sound Event Detection", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-014 PDF
    • @inproceedings{Hayashi2017mar,
    • author = {Hayashi, Tomoki and Watanabe, Shinji and Toda, Tomoki and Hori, Takaaki and {Le Roux}, Jonathan and Takeda, Kazuya},
    • title = {{BLSTM-HMM Hybrid System Combined with Sound Activity Detection Network for Polyphonic Sound Event Detection}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-014}
    • }
  •  Kim, S., Hori, T., Watanabe, S., "Joint CTC- Attention Based End-to-End Speech Recognition Using Multi-task Learning", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2017.
    BibTeX TR2017-016 PDF Video
    • @inproceedings{Kim2017mar,
    • author = {Kim, Suyoun and Hori, Takaaki and Watanabe, Shinji},
    • title = {{Joint CTC- Attention Based End-to-End Speech Recognition Using Multi-task Learning}},
    • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
    • year = 2017,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2017-016}
    • }
  •  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}
    • }
  •  Hara, K., Liu, M.-Y., Tuzel, C.O., Farahmand, A.-M., "Attentional Network for Visual Object Detection", arXiv, January 2017.
    BibTeX arXiv
    • @article{Hara2017jan,
    • author = {Hara, Kota and Liu, Ming-Yu and Tuzel, C. Oncel and Farahmand, Amir-massoud},
    • title = {{Attentional Network for Visual Object Detection}},
    • journal = {arXiv},
    • year = 2017,
    • month = jan,
    • url = {https://arxiv.org/abs/1702.01478}
    • }
  •  Xiao, X., Watanabe, S., Chng, E.S., Li, H., "Beamforming Networks Using Spatial Covariance Features for Far-field Speech Recognition", Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)<br /> , DOI: 10.1109/​APSIPA.2016.7820724, December 2016.
    BibTeX TR2016-162 PDF
    • @inproceedings{Xiao2016dec,
    • author = {Xiao, Xiong and Watanabe, Shinji and Chng, Eng Siong and Li, Haizhou},
    • title = {{Beamforming Networks Using Spatial Covariance Features for Far-field Speech Recognition}},
    • booktitle = {Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
      },
    • year = 2016,
    • month = dec,
    • doi = {10.1109/APSIPA.2016.7820724},
    • url = {https://www.merl.com/publications/TR2016-162}
    • }
  •  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}
    • }
  •  Farahmand, A.-M., Nabi, S., Grover, P., Nikovski, D.N., "Learning to Control Partial Differential Equations: Regularized Fitted Q-Iteration Approach", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC.2016.7798966, December 2016, pp. 4578-4585.
    BibTeX TR2016-145 PDF
    • @inproceedings{Farahmand2016dec,
    • author = {Farahmand, Amir-massoud and Nabi, Saleh and Grover, Piyush and Nikovski, Daniel N.},
    • title = {{Learning to Control Partial Differential Equations: Regularized Fitted Q-Iteration Approach}},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2016,
    • pages = {4578--4585},
    • month = dec,
    • doi = {10.1109/CDC.2016.7798966},
    • url = {https://www.merl.com/publications/TR2016-145}
    • }
  •  Takano, T., Moriya, T., Shinozaki, T., Watanabe, S., Hori, T., Duh, K., "Automated Structure Discovery and Parameter Tuning of Neural Network Language Model Based on Evolution Strategy", IEEE Spoken Language Technology Workshop (SLT), DOI: 10.1109/​SLT.2016.7846334, December 2016.
    BibTeX TR2016-173 PDF
    • @inproceedings{Takano2016dec,
    • author = {Takano, Tomihiro and Moriya, Takafumi and Shinozaki, Takahiro and Watanabe, Shinji and Hori, Takaaki and Duh, Kevin},
    • title = {{Automated Structure Discovery and Parameter Tuning of Neural Network Language Model Based on Evolution Strategy}},
    • booktitle = {IEEE Spoken Language Technology Workshop (SLT)},
    • year = 2016,
    • month = dec,
    • doi = {10.1109/SLT.2016.7846334},
    • url = {https://www.merl.com/publications/TR2016-173}
    • }
  •  Laftchiev, E., Nikovski, D.N., "An IoT System to Estimate Personal Thermal Comfort", IEEE World Forum on Internet of Things (WF- IoT), DOI: 10.1109/​WF-IoT.2016.7845401, December 2016, pp. 672-677.
    BibTeX TR2016-161 PDF
    • @inproceedings{Laftchiev2016dec,
    • author = {Laftchiev, Emil and Nikovski, Daniel N.},
    • title = {{An IoT System to Estimate Personal Thermal Comfort}},
    • booktitle = {IEEE World Forum on Internet of Things (WF- IoT)},
    • year = 2016,
    • pages = {672--677},
    • month = dec,
    • doi = {10.1109/WF-IoT.2016.7845401},
    • url = {https://www.merl.com/publications/TR2016-161}
    • }
  •  Barker, J., Marxer, R., Vincent, E., Watanabe, S., "The Third 'CHIME' Speech Separation and Recognition Challenge: Analysis and Outcomes", Computer Speech & Language, DOI: 10.1016/​j.csl.2016.10.005, December 2016.
    BibTeX TR2016-171 PDF
    • @article{Barker2016dec,
    • author = {Barker, Jon and Marxer, Ricard and Vincent, Emmanuel and Watanabe, Shinji},
    • title = {{The Third 'CHIME' Speech Separation and Recognition Challenge: Analysis and Outcomes}},
    • journal = {Computer Speech \& Language},
    • year = 2016,
    • month = dec,
    • publisher = {Elsevier},
    • doi = {10.1016/j.csl.2016.10.005},
    • url = {https://www.merl.com/publications/TR2016-171}
    • }
  •  Liu, M.-Y., Tuzel, C.O., Sullivan, A., "Coupled Generative Adversarial Nets", Advances in Neural Information Processing Systems (NIPS), December 2016.
    BibTeX TR2016-156 PDF
    • @inproceedings{Liu2016dec,
    • author = {Liu, Ming-Yu and Tuzel, C. Oncel and Sullivan, Alan},
    • title = {{Coupled Generative Adversarial Nets}},
    • booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    • year = 2016,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2016-156}
    • }
  •  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}
    • }