Projects per year
Personal profile
Research interests
Mathematics & Statistics - Image processing
Mathematics & Statistics - Data analysis
Mathematics & Statistics - Optimization
Mathematics & Statistics - Numerical linear algebra
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Related documents
Education/Academic qualification
PhD in Mathematics, PhD, The Chinese University of Hong Kong
2007
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Collaborations and top research areas from the last five years
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Reducing Sample Complexity of Sparse Phase Retrieval and Beyond
CAI, J. (PI)
1/01/26 → 31/12/28
Project: Research
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Provable and Efficient Algorithms for Matrix Approximation by Column and Row Selection
CAI, J. (PI) & XU, Z. (CoI)
1/01/25 → 31/12/27
Project: Research
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Provable and Efficient Algorithms for Data Recovery on Manifolds from Linear Samples
CAI, J. (PI)
1/01/24 → 31/12/26
Project: Research
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Three-dimensional Electrical Impedance Imaging for Tendinopathy Diagnosis
TOUBOUL, A. D. G. A. (CoI), ZHANG, H. (PI), CAI, J. (CoI) & YANG, C. (CoI)
1/02/23 → 31/05/25
Project: Research
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Key Technologies of Artificial Intelligence Applied in Selective Laser Melting Additive Manufacturing
CAI, J. (PI), LONG, Y. (CoI) & SONG, X. (CoI)
1/01/22 → 31/12/23
Project: Research
Research output
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Approximation theory of wavelet frame based image restoration
Cai, J. F., Choi, J. K. & Yang, J., Jan 2025, In: Applied and Computational Harmonic Analysis. 74, 101712.Research output: Contribution to journal › Journal Article › peer-review
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COMPUTATIONALLY EFFICIENT AND STATISTICALLY OPTIMAL ROBUST HIGH-DIMENSIONAL LINEAR REGRESSION
Shen, Y., Li, J., Cai, J. F. & Xia, D., Feb 2025, In: Annals of Statistics. 53, 1, p. 374-399 26 p.Research output: Contribution to journal › Journal Article › peer-review
1 Citation (Scopus) -
Fast Non-convex Matrix Sensing with Optimal Sample Complexity
Cai, J. F., Wu, T. & Xia, R., 2025, In: Proceedings of Machine Learning Research. 286, p. 497-507 11 p.Research output: Contribution to journal › Conference article published in journal › peer-review
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Flash proton radiation therapy via a stochastic three-operator splitting method
Bian, F., Liu, J., Zhang, X., Gao, H. & Cai, J. F., 28 Feb 2025, In: Inverse Problems. 41, 2, 025007.Research output: Contribution to journal › Journal Article › peer-review
Open Access1 Citation (Scopus) -
Interlacing Polynomial Method for Matrix Approximation via Generalized Column and Row Selection
Cai, J. F., Xu, Z. & Xu, Z., 14 Jul 2025, In: Foundations of Computational Mathematics.Research output: Contribution to journal › Journal Article › peer-review
Activities
- 7 Editorial work
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Journal of Mathematical Imaging and Vision (Journal)
CAI, J. (Editor)
1 Jun 2023 → …Activity: Publication peer-review and editorial work › Editorial work
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Frontiers in Applied Mathematics and Statistics (Journal)
CAI, J. (Chief Editor)
1 Aug 2021 → …Activity: Publication peer-review and editorial work › Editorial work
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Mathematics, Computation and Geometry of Data (Journal)
CAI, J. (Editor)
1 Jan 2019 → …Activity: Publication peer-review and editorial work › Editorial work
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SIAM Journal on Imaging Sciences (Journal)
CAI, J. (Reviewer)
1 Jan 2016 → …Activity: Publication peer-review and editorial work › Editorial work
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Advances in Computational Mathematics (Journal)
CAI, J. (Reviewer)
1 Jan 2016 → …Activity: Publication peer-review and editorial work › Editorial work