- Zhang, J., Nikovski, D., Kojima, T., "3T-Net: Transformer Encoders for Destination Prediction", The Chinese Control Conference, 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,
- 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, SalomoĢn 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}
- }