Jing Zhang

- Phone: 617-621-7552
- Email:
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Position:
Research / Technical Staff
Research Scientist -
Education:
Ph.D., Boston University, 2017 -
Research Areas:
External Links:
BinBin's Quick Links
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Biography
Jing's PhD dissertation was on detection and optimization problems with applications in transportation systems. His research interests include anomaly detection, optimization, machine learning, and time series analysis. He was a recipient of the Boston Area Research Initiative (BARI) Research Seed Grant Award (Spring 2017).
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Recent News & Events
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NEWS MERL researchers presented 8 papers at Conference on Decision and Control (CDC) Date: December 11, 2019 - December 13, 2019
Where: Nice, France
MERL Contacts: Mouhacine Benosman; Karl Berntorp; Scott Bortoff; Ankush Chakrabarty; Stefano Di Cairano; Uroš Kalabić; Jing Zhang
Research Areas: Control, Machine Learning, OptimizationBrief- At the Conference on Decision and Control, MERL presented 8 papers on subjects including estimation for thermal-fluid models and transportation networks, analysis of HVAC systems, extremum seeking for multi-agent systems, reinforcement learning for vehicle platoons, and learning with applications to autonomous vehicles.
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MERL Publications
- "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}
- }
, - "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}
- }
, - "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}
- }
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- "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.
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Other Publications
- "Data-Driven Estimation of Travel Latency Cost Functions via Inverse Optimization in Multi-Class Transportation Networks", arXiv, 2017.BibTeX
- @Article{zhang2017data1,
- author = {Zhang, Jing and Paschalidis, Ioannis Ch},
- title = {Data-Driven Estimation of Travel Latency Cost Functions via Inverse Optimization in Multi-Class Transportation Networks},
- journal = {arXiv},
- year = 2017
- }
, - "Data-driven Estimation of Origin-Destination Demand and User Cost Functions for the Optimization of Transportation Networks", IFAC-PapersOnLine, Vol. 50, No. 1, pp. 9680-9685, 2017.BibTeX
- @Article{zhang2017data2,
- author = {Zhang, Jing and Pourazarm, Sepideh and Cassandras, Christos G and Paschalidis, Ioannis Ch},
- title = {Data-driven Estimation of Origin-Destination Demand and User Cost Functions for the Optimization of Transportation Networks},
- journal = {IFAC-PapersOnLine},
- year = 2017,
- volume = 50,
- number = 1,
- pages = {9680--9685},
- publisher = {Elsevier}
- }
, - "Statistical Anomaly Detection via Composite Hypothesis Testing for Markov Models", arXiv, 2017.BibTeX
- @Article{zhang2017statistical,
- author = {Zhang, Jing and Paschalidis, Ioannis Ch},
- title = {Statistical Anomaly Detection via Composite Hypothesis Testing for Markov Models},
- journal = {arXiv},
- year = 2017
- }
, - "The price of anarchy in transportation networks by estimating user cost functions from actual traffic data", Decision and Control (CDC), 2016 IEEE 55th Conference on, 2016, pp. 789-794.BibTeX
- @Inproceedings{zhang2016price,
- author = {Zhang, Jing and Pourazarm, Sepideh and Cassandras, Christos G and Paschalidis, Ioannis Ch},
- title = {The price of anarchy in transportation networks by estimating user cost functions from actual traffic data},
- booktitle = {Decision and Control (CDC), 2016 IEEE 55th Conference on},
- year = 2016,
- pages = {789--794},
- organization = {IEEE}
- }
, - "An improved composite hypothesis test for Markov models with applications in network anomaly detection", Decision and Control (CDC), 2015 IEEE 54th Annual Conference on, 2015, pp. 3810-3815.BibTeX
- @Inproceedings{zhang2015improved,
- author = {Zhang, Jing and Paschalidis, Ioannis Ch},
- title = {An improved composite hypothesis test for Markov models with applications in network anomaly detection},
- booktitle = {Decision and Control (CDC), 2015 IEEE 54th Annual Conference on},
- year = 2015,
- pages = {3810--3815},
- organization = {IEEE}
- }
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- "Data-Driven Estimation of Travel Latency Cost Functions via Inverse Optimization in Multi-Class Transportation Networks", arXiv, 2017.