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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MERL Publications
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "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}
- }
- , "Context-Aware Destination and Time-To-Destination Prediction Using Machine Learning", IEEE International Smart Cities Conference, DOI: 10.1109/ISC255366.2022.9922593, September 2022.
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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}
- }
- , "Data-Driven Estimation of Travel Latency Cost Functions via Inverse Optimization in Multi-Class Transportation Networks", arXiv, 2017.
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MERL Issued Patents
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Title: "System and Method for Anomaly Detection in Time-Varying System Operations"
Inventors: Zhang, Jing; Nikovski, Daniel N.
Patent No.: 11,353,859
Issue Date: Jun 7, 2022
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Title: "System and Method for Anomaly Detection in Time-Varying System Operations"