Publications

659 / 3,809 publications found.


  •  Lin, C., Marks, T.K., Pajovic, M., Watanabe, S., Tung, C., "Model parameter learning using Kullback-Leibler divergence", Physica A, DOI: 10.1016/​j.physa.2017.09.018, Vol. 491, No. 1, pp. 549-559, November 2017.
    BibTeX TR2017-184 PDF
    • @article{Lin2017nov,
    • author = {Lin, Chungwei and Marks, Tim K. and Pajovic, Milutin and Watanabe, Shinji and Tung, Chihkuan},
    • title = {{Model parameter learning using Kullback-Leibler divergence}},
    • journal = {Physica A},
    • year = 2017,
    • volume = 491,
    • number = 1,
    • pages = {549--559},
    • month = nov,
    • publisher = {Elsevier},
    • doi = {10.1016/j.physa.2017.09.018},
    • url = {https://www.merl.com/publications/TR2017-184}
    • }
  •  Jha, D.K., Yerazunis, W.S., Nikovski, D.N., Farahmand, A.-M., "Learning to Regulate Rolling Ball Motion", IEEE Symposium on Computational Intelligence in Engineering Solutions, DOI: 10.1109/​SSCI.2017.8285376, November 2017.
    BibTeX TR2017-176 PDF
    • @inproceedings{Jha2017nov,
    • author = {Jha, Devesh K. and Yerazunis, William S. and Nikovski, Daniel N. and Farahmand, Amir-massoud},
    • title = {{Learning to Regulate Rolling Ball Motion}},
    • booktitle = {IEEE Symposium on Computational Intelligence in Engineering Solutions},
    • year = 2017,
    • month = nov,
    • doi = {10.1109/SSCI.2017.8285376},
    • url = {https://www.merl.com/publications/TR2017-176}
    • }
  •  Hori, C., Hori, T., Lee, T.-Y., Zhang, Z., Harsham, B.A., Sumi, K., Marks, T.K., Hershey, J.R., "Attention-Based Multimodal Fusion for Video Description", IEEE International Conference on Computer Vision (ICCV), DOI: 10.1109/​ICCV.2017.450, October 2017.
    BibTeX TR2017-156 PDF
    • @inproceedings{Hori2017oct,
    • author = {Hori, Chiori and Hori, Takaaki and Lee, Teng-Yok and Zhang, Ziming and Harsham, Bret A. and Sumi, Kazuhiko and Marks, Tim K. and Hershey, John R.},
    • title = {{Attention-Based Multimodal Fusion for Video Description}},
    • booktitle = {IEEE International Conference on Computer Vision (ICCV)},
    • year = 2017,
    • month = oct,
    • doi = {10.1109/ICCV.2017.450},
    • url = {https://www.merl.com/publications/TR2017-156}
    • }
  •  Jones, M.J., Kobori, H., "Improving face verification and person re-identification accuracy using hyperplane similarity", IEEE Workshop on Analysis and Modeling of Faces and Gestures (at ICCV), DOI: 10.1109/​ICCVW.2017.183, October 2017.
    BibTeX TR2017-155 PDF
    • @inproceedings{Jones2017oct,
    • author = {Jones, Michael J. and Kobori, Hiroko},
    • title = {{Improving face verification and person re-identification accuracy using hyperplane similarity}},
    • booktitle = {IEEE Workshop on Analysis and Modeling of Faces and Gestures (at ICCV)},
    • year = 2017,
    • month = oct,
    • doi = {10.1109/ICCVW.2017.183},
    • url = {https://www.merl.com/publications/TR2017-155}
    • }
  •  Sahinoglu, G.O., Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., Wada, T., "Battery State of Charge Estimation Based on Regular/Recurrent Gaussian Process Regression", IEEE Transactions on Industrial Electronics, DOI: 10.1109/​TIE.2017.2764869, Vol. 65, No. 5, pp. 4311-4321, October 2017.
    BibTeX TR2017-124 PDF
    • @article{Ozcan2017oct,
    • author = {Sahinoglu, Gozde Ozcan and Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V. and Wada, Toshihiro},
    • title = {{Battery State of Charge Estimation Based on Regular/Recurrent Gaussian Process Regression}},
    • journal = {IEEE Transactions on Industrial Electronics},
    • year = 2017,
    • volume = 65,
    • number = 5,
    • pages = {4311--4321},
    • month = oct,
    • doi = {10.1109/TIE.2017.2764869},
    • url = {https://www.merl.com/publications/TR2017-124}
    • }
  •  Ochiai, T., Watanabe, S., Katagiri, S., "Does speech enhancement work with end-to-end ASR objectives?: Experimental analysis of multichannel end-to-end ASR", IEEE International Workshop on Machine Learning for Signal Processing (MLSP), DOI: 10.1109/​JSTSP.2017.2764276, October 2017, vol. 11, pp. 1274-1288.
    BibTeX TR2017-139 PDF
    • @inproceedings{Ochiai2017oct,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Katagiri, Shigeru},
    • title = {{Does speech enhancement work with end-to-end ASR objectives?: Experimental analysis of multichannel end-to-end ASR}},
    • booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1274--1288},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2764276},
    • url = {https://www.merl.com/publications/TR2017-139}
    • }
  •  Ochiai, T., Watanabe, S., Hori, T., Hershey, J.R., Xiao, X., "Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2764276, Vol. 11, No. 8, pp. 1274-1288, October 2017.
    BibTeX TR2017-192 PDF
    • @article{Ochiai2017oct2,
    • author = {Ochiai, Tsubasa and Watanabe, Shinji and Hori, Takaaki and Hershey, John R. and Xiao, Xiong},
    • title = {{Unified Architecture for Multichannel End-to-End Speech Recognition with Neural Beamforming}},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1274--1288},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2764276},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-192}
    • }
  •  Watanabe, S., Hori, T., Kim, S., Hershey, J.R., Hayashi, T., "Hybrid CTC/Attention Architecture for End-to-End Speech Recognition", IEEE Journal of Selected Topics in Signal Processing, DOI: 10.1109/​JSTSP.2017.2763455, Vol. 11, No. 8, pp. 1240-1253, October 2017.
    BibTeX TR2017-190 PDF Video
    • @article{Watanabe2017oct,
    • author = {Watanabe, Shinji and Hori, Takaaki and Kim, Suyoun and Hershey, John R. and Hayashi, Tomoki},
    • title = {{Hybrid CTC/Attention Architecture for End-to-End Speech Recognition}},
    • journal = {IEEE Journal of Selected Topics in Signal Processing},
    • year = 2017,
    • volume = 11,
    • number = 8,
    • pages = {1240--1253},
    • month = oct,
    • doi = {10.1109/JSTSP.2017.2763455},
    • issn = {1941-0484},
    • url = {https://www.merl.com/publications/TR2017-190}
    • }
  •  Hori, T., Watanabe, S., Zhang, Y., Chan, W., "Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM", Interspeech, August 2017.
    BibTeX TR2017-132 PDF Video
    • @inproceedings{Hori2017aug,
    • author = {Hori, Takaaki and Watanabe, Shinji and Zhang, Yu and Chan, William},
    • title = {{Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM}},
    • booktitle = {Interspeech},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-132}
    • }
  •  Shinozaki, T., Watanabe, S., Mochihashi, D., Neubig, G., "Semi-Supervised Learning of a Pronunciation Dictionary from Disjoint Phonemic Transcripts and Text", Interspeech, August 2017.
    BibTeX TR2017-133 PDF
    • @inproceedings{Shinozaki2017aug,
    • author = {Shinozaki, Takahiro and Watanabe, Shinji and Mochihashi, Daichi and Neubig, Graham},
    • title = {{Semi-Supervised Learning of a Pronunciation Dictionary from Disjoint Phonemic Transcripts and Text}},
    • booktitle = {Interspeech},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-133}
    • }
  •  Tachioka, Y., Narita, T., Miura, I., Uramoto, T., Monta, N., Uenohara, S., Furuya, K., Watanabe, S., Le Roux, J., "Coupled initialization of multi-channel non-negative matrix factorization based on spatial and spectral information", Interspeech, August 2017.
    BibTeX TR2017-134 PDF
    • @inproceedings{Tachioka2017aug,
    • author = {Tachioka, Yuuki and Narita, Tomohiro and Miura, Iori and Uramoto, Takanobu and Monta, Natsuki and Uenohara, Shingo and Furuya, Kenichi and Watanabe, Shinji and {Le Roux}, Jonathan},
    • title = {{Coupled initialization of multi-channel non-negative matrix factorization based on spatial and spectral information}},
    • booktitle = {Interspeech},
    • year = 2017,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2017-134}
    • }
  •  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}
    • }