Prof. ZHOU Xiang (周翔)
Research Output
- 2024
- Published
Critical points, stability, and basins of attraction of three Kuramoto oscillators with isosceles triangle network
ZHAO, X. & ZHOU, X., Dec 2024, In: Applied Mathematics Letters. 158, 6 p., 109246.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Online published
Approximation of functionals on Korobov spaces with Fourier Functional Networks
Liu, P., Liu, Y., Zhou, X. & Zhou, D.-X., Feb 2025, In: Neural Networks. 182, 106922.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Accepted/In press/Filed
一種基於機器學習的金融衍生品對沖方法
XIAO, B. (Inventor), ZHOU, X. (Inventor) & PENG, X. (Inventor), 18 Feb 2024, (Accepted/In press/Filed) Priority No. 202410179678.4Research output: Patents, Agreements and Assignments › RGC 51 - Patents (CityU)
- 2023
- Published
Roughness Index for Loss Landscapes of Neural Network Models of Partial Differential Equations
Wu, K., Jian, X., Du, R., Chen, J. & ZHOU, X., Dec 2023, Proceedings - 2023 IEEE International Conference on Big Data. He, J., Palpanas, T., Hu, X., Cuzzocrea, A. & Dou, D. (eds.). Institute of Electrical and Electronics Engineers, Inc., p. 966-975 (Proceedings - IEEE International Conference on Big Data, BigData).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Exploring the Optimal Choice for Generative Processes in Diffusion Models: Ordinary vs Stochastic Differential Equations
Cao, Y., Chen, J., Luo, Y. & Zhou, X., 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). p. 33420-33468 (Advances in Neural Information Processing Systems; vol. 36).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - Published
Value-gradient based formulation of optimal control problem and machine learning algorithm
BENSOUSSAN, A., HAN, J., YAM, S. C. P. & ZHOU, X., 2023, In: SIAM Journal on Numerical Analysis. 61, 2, p. 973-994 22 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - 2022
- Published
Active Learning for Saddle Point Calculation
Gu, S., Wang, H. & Zhou, X., Dec 2022, In: Journal of Scientific Computing. 93, 3, 78.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
Residual-Quantile Adjustment for Adaptive Training of Physics-informed Neural Network
Han, J., Cai, Z., Wu, Z. & Zhou, X., Dec 2022, Proceedings - 2022 IEEE International Conference on Big Data. Tsumoto, S., Ohsawa, Y., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers, Inc., p. 921-930 (Proceedings - IEEE International Conference on Big Data, Big Data).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 5 - Published
Learn Quasi-Stationary Distributions of Finite State Markov Chain
Cai, Z., Lin, L. & Zhou, X., Jan 2022, In: Entropy. 24, 1, 133.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Fine-grained Attention and Feature-sharing Generative Adversarial Networks for Single Image Super-Resolution
Yan, Y., Liu, C., Chen, C., Sun, X., Jin, L., Peng, X. & Zhou, X., 2022, In: IEEE Transactions on Multimedia. 24, p. 1473-1487Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 49 - Published
Machine learning and control theory
Bensoussan, A., Li, Y., Nguyen, D. P. C., Tran, M.-B., Yam, S. C. P. & Zhou, X., 2022, Handbook of Numerical Analysis. Trélat, E. & Zuazua, E. (eds.). Elsevier B.V., Vol. 23. p. 531-558Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
Scopus citations: 9 - 2021
- Published
Optimal Option Hedging with Policy Gradient
Xiao, B., Yao, W. & Zhou, X., Dec 2021, Proceedings - 21st IEEE International Conference on Data Mining Workshops, ICDMW 2021. Xue, B., Pechenizkiy, M. & Koh, Y. S. (eds.). IEEE Computer Society, p. 1112-1119 (IEEE International Conference on Data Mining Workshops, ICDMW; vol. 2021-December).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - Published
Projection Method for Saddle Points of Energy Functional in H-1 Metric
Gu, S., Lin, L. & Zhou, X., Oct 2021, In: Journal of Scientific Computing. 89, 1, 12.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Explicit estimation of derivatives from data and differential equations by gaussian process regression
Wang, H. & Zhou, X., 2021, In: International Journal for Uncertainty Quantification. 11, 4, p. 41-57Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - 2020
- Published
A fast screening framework for second-life batteries based on an improved bisecting K-means algorithm combined with fast pulse test
Zhou, Z., Ran, A., Chen, S., Zhang, X., Wei, G., Li, B. & Kang, F. & 2 others, , Oct 2020, In: Journal of Energy Storage. 31, 8 p., 101739.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 57 - Published
Stochastic dynamics of an active particle escaping from a potential well
Gu, S., Qian, T., Zhang, H. & Zhou, X., May 2020, In: Chaos. 30, 5, 053133.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - Published
A gradient screening approach for retired lithium-ion batteries based on X-ray computed tomography images
Ran, A., Chen, S., Zhang, S., Liu, S., Zhou, Z., Nie, P. & Qian, K. & 8 others, , 2020, In: RSC Advances. 10, 32, p. 19117-19123Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18 - Published
Asymptotic analysis for elliptic equations with small perturbations on domains in high-contrast medium
Chen, J., Lin, L., Zhang, Z. & Zhou, X., 2020, In: Asymptotic Analysis. 119, 3-4, p. 153-198 46 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 2019
- Published
On the Global Convergence of Continuous-Time Stochastic Heavy-Ball Method for Nonconvex Optimization
Hu, W., Li, C. J. & Zhou, X., Dec 2019, Proceedings - 2019 IEEE International Conference on Big Data. Baru, C., Huan, J. & Khan, L. (eds.). Institute of Electrical and Electronics Engineers, Inc., p. 94-104 9005621. (Proceedings - IEEE International Conference on Big Data, Big Data).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Quasi-Potential Calculation and Minimum Action Method for Limit Cycle
Lin, L., Yu, H. & Zhou, X., 15 Jun 2019, In: Journal of Nonlinear Science. 29, 3, p. 961-991Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 8
