Publications

13 / 3,604 publications found.


  •  Zhang, J., Nikovski, D., Kojima, T., "3T-Net: Transformer Encoders for Destination Prediction", The Chinese Control Conference, DOI: 10.23919/​CCC58697.2023.10240616, July 2023.
    BibTeX TR2023-094 PDF Presentation
    • @inproceedings{Zhang2023jul3,
    • author = {Zhang, Jing and Nikovski, Daniel and Kojima, Takuro},
    • title = {3T-Net: Transformer Encoders for Destination Prediction},
    • booktitle = {The Chinese Control Conference},
    • year = 2023,
    • month = jul,
    • doi = {10.23919/CCC58697.2023.10240616},
    • url = {https://www.merl.com/publications/TR2023-094}
    • }
  •  Zhang, J., Nikovski, D., Nakamura, T., "GPU-APUMPEDI: A Parallel Algorithm for Computing Approximate Pan Matrix Profiles of Time Series", International conference on Time Series and Forecasting, July 2023.
    BibTeX TR2023-091 PDF
    • @inproceedings{Zhang2023jul2,
    • author = {Zhang, Jing and Nikovski, Daniel and Nakamura, Takaaki},
    • title = {GPU-APUMPEDI: A Parallel Algorithm for Computing Approximate Pan Matrix Profiles of Time Series},
    • booktitle = {International conference on Time Series and Forecasting},
    • year = 2023,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2023-091}
    • }
  •  Sharma, A., Zhang, J., Nikovski, D., Doshi-Velez, F., "Travel-time prediction using neural-network-based mixture models", International Workshop on Statistical Methods and Artificial Intelligence, DOI: 10.1016/​j.procs.2023.03.144, March 2023.
    BibTeX TR2023-012 PDF
    • @inproceedings{Sharma2023mar,
    • author = {Sharma, Abhishek and Zhang, Jing and Nikovski, Daniel and Doshi-Velez, Finale},
    • title = {Travel-time prediction using neural-network-based mixture models},
    • booktitle = {International Workshop on Statistical Methods and Artificial Intelligence},
    • year = 2023,
    • month = mar,
    • doi = {10.1016/j.procs.2023.03.144},
    • url = {https://www.merl.com/publications/TR2023-012}
    • }
  •  Wang, Y., Zhang, J., Nikovski, D., Kojima, T., "Estimating Traffic Density Using Transformer Decoders", International Workshop on Statistical Methods and Artificial Intelligence, DOI: 10.1016/​j.procs.2023.03.143, March 2023.
    BibTeX TR2023-011 PDF
    • @inproceedings{Wang2023mar,
    • author = {Wang, Yinsong and Zhang, Jing and Nikovski, Daniel and Kojima, Takuro},
    • title = {Estimating Traffic Density Using Transformer Decoders},
    • booktitle = {International Workshop on Statistical Methods and Artificial Intelligence},
    • year = 2023,
    • month = mar,
    • doi = {10.1016/j.procs.2023.03.143},
    • url = {https://www.merl.com/publications/TR2023-011}
    • }
  •  Tsiligkaridis, A., Zhang, J., Paschalidis, I.C., Taguchi, H., Sakajo, S., Nikovski, D.N., "Context-Aware Destination and Time-To-Destination Prediction Using Machine Learning", IEEE International Smart Cities Conference, DOI: 10.1109/​ISC255366.2022.9922593, September 2022.
    BibTeX TR2022-120 PDF
    • @inproceedings{Tsiligkaridis2022sep,
    • author = {Tsiligkaridis, Athanasios and Zhang, Jing and Paschalidis, Ioannis Ch. and Taguchi, Hiroshi and Sakajo, Satoko and Nikovski, Daniel N.},
    • title = {Context-Aware Destination and Time-To-Destination Prediction Using Machine Learning},
    • booktitle = {IEEE International Smart Cities Conference},
    • year = 2022,
    • month = sep,
    • doi = {10.1109/ISC255366.2022.9922593},
    • url = {https://www.merl.com/publications/TR2022-120}
    • }
  •  Zhang, J., Tsiligkaridis, A., Taguchi, H., Raghunathan, A., Nikovski, D.N., "Transformer Networks for Predictive Group Elevator Control", European Control Conference (ECC), DOI: 10.23919/​ECC55457.2022.9838059, July 2022.
    BibTeX TR2022-100 PDF
    • @inproceedings{Zhang2022jul,
    • author = {Zhang, Jing and Tsiligkaridis, Athanasios and Taguchi, Hiroshi and Raghunathan, Arvind and Nikovski, Daniel N.},
    • title = {Transformer Networks for Predictive Group Elevator Control},
    • booktitle = {European Control Conference (ECC)},
    • year = 2022,
    • month = jul,
    • doi = {10.23919/ECC55457.2022.9838059},
    • url = {https://www.merl.com/publications/TR2022-100}
    • }
  •  Zhang, J., Nikovski, D., "APUMPEDI: Approximating Pan Matrix Profiles of Time Series Under Unnormalized Euclidean Distances by Interpolation", International conference on Time Series and Forecasting (ITISE), June 2022.
    BibTeX TR2022-088 PDF
    • @inproceedings{Zhang2022jun,
    • author = {Zhang, Jing and Nikovski, Daniel},
    • title = {APUMPEDI: Approximating Pan Matrix Profiles of Time Series Under Unnormalized Euclidean Distances by Interpolation},
    • booktitle = {International conference on Time Series and Forecasting (ITISE)},
    • year = 2022,
    • month = jun,
    • url = {https://www.merl.com/publications/TR2022-088}
    • }
  •  Wollenstein-Betech, S., Sun, C., Zhang, J., Cassandras, C.G., Paschalidis, I.C., "Joint Data-Driven Estimation of Origin-Destination Demand and Travel Latency Functions in Multi-Class Transportation Networks", IEEE Transactions on Control of Network Systems, DOI: 10.1109/​TCNS.2022.3161200, June 2022.
    BibTeX TR2022-078 PDF
    • @article{Wollenstein-Betech2022jun,
    • author = {Wollenstein-Betech, Salomon and Sun, Chuangchuang and Zhang, Jing and Cassandras, Christos G. and Paschalidis, Ioannis Ch.},
    • title = {Joint Data-Driven Estimation of Origin-Destination Demand and Travel Latency Functions in Multi-Class Transportation Networks},
    • journal = {IEEE Transactions on Control of Network Systems},
    • year = 2022,
    • month = jun,
    • doi = {10.1109/TCNS.2022.3161200},
    • url = {https://www.merl.com/publications/TR2022-078}
    • }
  •  Zhang, J., Nikovski, D.N., "Algorithms for Fast Computation of Pan Matrix Profiles of Time Series Under Unnormalized Euclidean Distances", International Conference on Applied Statistics and Data Analytics, April 2022.
    BibTeX TR2022-041 PDF
    • @inproceedings{Zhang2022apr3,
    • author = {Zhang, Jing and Nikovski, Daniel N.},
    • title = {Algorithms for Fast Computation of Pan Matrix Profiles of Time Series Under Unnormalized Euclidean Distances},
    • booktitle = {International Conference on Applied Statistics and Data Analytics},
    • year = 2022,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2022-041}
    • }
  •  Zhang, J., Nikovski, D.N., "Algorithms for Fast Computation of Matrix Profiles of Time Series Under Unnormalized Euclidean Distances", International Conference on Applied Statistics and Data Analytics, April 2022.
    BibTeX TR2022-040 PDF
    • @inproceedings{Zhang2022apr,
    • author = {Zhang, Jing and Nikovski, Daniel N.},
    • title = {Algorithms for Fast Computation of Matrix Profiles of Time Series Under Unnormalized Euclidean Distances},
    • booktitle = {International Conference on Applied Statistics and Data Analytics},
    • year = 2022,
    • month = apr,
    • url = {https://www.merl.com/publications/TR2022-040}
    • }
  •  Tsiligkaridis, A., Zhang, J., Taguchi, H., Nikovski, D.N., "Personalized Destination Prediction Using Transformers in a Contextless Data Setting", IEEE World Congress on Computational Intelligence (WCCI), DOI: 10.1109/​IJCNN48605.2020.9207514, July 2020.
    BibTeX TR2020-112 PDF
    • @inproceedings{Tsiligkaridis2020jul,
    • author = {Tsiligkaridis, Athanasios and Zhang, Jing and Taguchi, Hiroshi and Nikovski, Daniel N.},
    • title = {Personalized Destination Prediction Using Transformers in a Contextless Data Setting},
    • booktitle = {2020 International Joint Conference on Neural Networks (IJCNN)},
    • year = 2020,
    • month = jul,
    • doi = {10.1109/IJCNN48605.2020.9207514},
    • url = {https://www.merl.com/publications/TR2020-112}
    • }
  •  Wollenstein, S., Sun, C., Zhang, J., Paschalidis, I., "Joint Estimation of OD Demands and Cost Functions in Transportation Networks from Data", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/​CDC40024.2019.9029445, December 2019, pp. 5113-5118.
    BibTeX TR2019-144 PDF
    • @inproceedings{Wollenstein2019dec,
    • author = {Wollenstein, Salomón and Sun, Chuangchuang and Zhang, Jing and Paschalidis, Ioannis},
    • title = {Joint Estimation of OD Demands and Cost Functions in Transportation Networks from Data},
    • booktitle = {IEEE Conference on Decision and Control (CDC)},
    • year = 2019,
    • pages = {5113--5118},
    • month = dec,
    • doi = {10.1109/CDC40024.2019.9029445},
    • url = {https://www.merl.com/publications/TR2019-144}
    • }
  •  Zhang, J., Nikovski, D.N., Lee, T.-Y., Fujino, T., "Fault Detection and Classification of Time Series Using Localized Matrix Profiles", IEEE International Conference on Prognostics and Health Management, DOI: 10.1109/​ICPHM.2019.8819389, June 2019.
    BibTeX TR2019-057 PDF
    • @inproceedings{Zhang2019jun,
    • author = {Zhang, Jing and Nikovski, Daniel N. and Lee, Teng-Yok and Fujino, Tomoya},
    • title = {Fault Detection and Classification of Time Series Using Localized Matrix Profiles},
    • booktitle = {IEEE International Conference on Prognostics and Health Management},
    • year = 2019,
    • month = jun,
    • doi = {10.1109/ICPHM.2019.8819389},
    • url = {https://www.merl.com/publications/TR2019-057}
    • }