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Research Projects

a399_2050x500

^ Funding Scheme
GRF: General Research Fund by Research Grants Council, University Grants Committee
ECS: Early Career Scheme by Research Grants Council, University Grants Committee
RFS: RGC Research Fellow Scheme
CRF-GP: RGC Collaborative Research Fund
ITF-UICP-MGJR: Innovation and Technology Fund - University-Industry Collaboration Programme - Matching Grant for Joint Research

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Mathematical Programs with Equilibrium Constraints and Cardinality Penalties $756,415
Dr DING Yi GRF Spectral properties of sample covariance matrix under high-dimensional volatility models $328,015
Dr GUO Xin GRF Learning with artificial neural networks on spheres $598,015
Dr HUANG James Jianhui GRF Dynamic optimization of large-scale system: a mixed-game-team analysis $598,015
Dr LI Xiao GRF Energy stable and maximum bound principle preserving exponential integrator based numerical methods for phase field equations $351,815
Dr LI Buyang GRF Numerical analysis of linearly implicit renormalization methods for nonlinear parabolic equations with vector solutions of fixed magnitude $817,615
Prof LI Xun GRF Optimal Controls of Stochastic Delay Systems with Input Constraints and Their Financial Applications $707,473
Dr LOU Yijun GRF On a periodic delay integral equation: model formulation, analysis and applications to tick population growth $488,015
Dr PONG Ting Kei GRF Novel solution methods for a class of split feasibility problems $598,015
Dr QIAO Zhonghua GRF Convergence and stability analysis of energy stable and bound-preserving numerical schemes for binary fluid-surfactant phase-field equations $598,015
Prof SUN Defeng GRF Adaptive sieving techniques for nonconvex
optimization problems with applications to model compression
$706,015
Dr SZE Nung Sing, Raymond GRF Mathematical Aspects of Operator Quantum Error Correction $598,015
Dr WANG Zhian GRF Boundary layer problems in chemotaxis models with physical boundary conditions $391,015
Dr XU Zuoquan GRF Continuous-time mean-variance portfolio selection for large traders in non-Markovian setting $768,331
Prof YANG Xiaoqi GRF Relative Stability Analysis for Parametric Optimization Problems $815,601
Dr YUE Man Chung GRF Nonlinear Wasserstein Distributionally Robust Optimization $598,015
Dr ZHANG Zaikun GRF Reliable Derivative-free Optimization Algorithms Under Untamed Noise $586,015
Prof ZHAO Xingqiu GRF Statistical Inferences for Accelerated Mean Models with Panel Count Data $598,015
Dr ZHOU Zhi GRF Numerical Identification of Distributed Parameters in Partial Differential Equations $391,015

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr ZHANG Guofeng NSFC General Program Tavis-Cummings模型的动力学分析与控制 $570,000
Dr HUANG James Jianhui NSFC General Program 平均场决策中的信息结构及应用:基于博弈和协作的联合分析 $500,000
Dr GAO Yu NSFC for Young Scholar MCH方程能量守恒的N-peakon解 $240,000
Dr DING Yi NSFC for Young Scholar 高维隐含因子与定价误差的协同估计 $240,000
Dr FU Guanxing NSFC for Young Scholar 投资组合变现博弈:理论研究与深度学习方法 $240,000
Dr DU Mingyue NSFC for Young Scholar 病例队列研究中相依K型区间删失数据的统计推断 $240,000
Dr TU Kai NSFC for Young Scholar 多项正则非凸优化问题的随机DC算法研究 $240,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Nonsmooth nonconvex finite-sum optimization
for deep neural networks
$ 899,792
Dr GUO Xin GRF Mathematical Analysis of Kernel-based
Pairwise Learning and AUC Maximization
$ 599,861
Dr LI Buyang GRF Convergent and structure preserving finite
element methods for Willmore flow and
surface diffusion flow
$ 717,481
Prof LI Xun GRF Optimal Affine Stochastic Controls with Input
Constraints and Their Financial Applications
$ 790,500
Prof LIN Yanping GRF Mathematical analysis and Numerical modeling
for two-phase magnetohydrodynamic flows
$ 396,967
Dr PONG Ting Kei GRF Gauge-based solution method for a large class
of structure-inducing constrained optimization
problems
$ 599,861
Prof QIAO Zhonghua RFS L-infinity Stability of Exponential Time Differencing Numerical Schemes for Phase Field Models with High-order Dissipations $ 8,836,380
Prof SUN Defeng GRF Efficient sparse smoothing Newton methods
with low complexities for optimal transport
problems
$ 599,861
Dr WANG Zhian GRF Theoretical studies on the hydrodynamic model
of chemotaxis: application to blood vessel
network formation
$ 749,826
Prof YANG Xiaoqi GRF The Lipschitz-like Property Relative to a Set with Applications $ 873,995
Prof YIU Ka Fai Cedric Project of Strategic Importance Data Analytics and Statistical Learning for OCT Image $ 2,050,000
Dr YUE Man Chung ECS Distributional Robustification with Fisher-Rao Ambiguity Sets $ 985,209
Dr ZHANG Zaikun GRF Derivative-free Optimization with Space
decomposition, Coarse Space Correction, and
Randomizaion
$ 599,861
Dr ZHOU Zhi GRF Inverse Problems for Anomalous Diffusion
Models: Numerical Methods and Analysis
$ 599,861

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr JIANG Binyan NSFC for Young Scholar 高维数据的典型相关分析 $ 240,000
Dr LOU Yijun NSFC General Program 基于药物治疗的传染病嵌套模型研究 $ 510,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Nonsmooth optimization problems with group sparsity penalties $ 502,444
Dr HE Daihai GRF The spread of tuberculosis and multidrugresistant tuberculosis in Shandong
province, China
$ 345,999
Dr HUANG James Jianhui GRF Linear-quadratic robust teamoptimization: soft constraint approach. $ 502,444
Dr LI Buyang GRF Numerical methods and analysis for the Allen-Cahn and Cahn-Hilliard equations with a thin phase transition layer $ 502,444
Dr LI Xun GRF Time-Inconsistent Stochastic Controls with Constraints and Some Financial
Applications
$ 695,919
Dr LIU Chunling GRF Functional regressions with complicated data structures with application to the
ADNI cohort.
$ 502,444
Dr LEE Joseph Heung-wing GRF Separating Constraint Technique for Computational Optimal Control Solutions
to Isoperimetric Multi-Pillar Problems
$ 329,999
Dr PONG Ting Kei GRF Efficient methods for solving optimization models that induce simultaneous
structures
$ 540,263
Dr QIAO Zhonghua GRF Maximum principle preserving time integration methods for Allen-Cahn type
phase field equations
$ 502,444
Prof SUN Defeng GRF Efficient multi-majorization-minimization methods for multi-difference-of-convex programming $ 502,444
Prof SUN Defeng NSFC/RGC Joint Research Scheme Stochastic Optimal Control Theory under Model Uncertainty and Their Applications in Financial Risk Management $ 970,398
Dr SZE Nung Sing, Raymond GRF Numerical Range and Crouzeix's Conjecture $ 502,444
Dr WANG Zhian GRF On a paradigm density-suppressed motility model: analysis and applications $ 502,444
Prof YANG Xiaoqi GRF Stability Analysis of Generalised Equations with Applications $ 695,919
Prof YIU Cedric Kafai GRF Optimal Control of Stochastic Impulsive Systems with Applications $ 332,261
Dr ZHANG Guofeng GRF Quantum Finite-level Systems: Structure Analysis, Feedback Control, and Filtering $ 695,919
Dr ZHAO Xingqiu GRF Joint Statistical Analysis of Panel Count Data with Interval-Censored Failure Time Data $ 332,261

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr XU Zuoquan NSFC General Program 行为金融学中若干问题的量化研究 $ 530,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Optimization Theory and Algorithms for Two-stage Stochastic Variational Inequalities $ 304,301
Dr CUI Jintao GRF Numerical study on asymptotic coupled model of groundwater flow in Fractured aquifer system $ 353,708
Dr GUO Xin GRF Analysis of kernel-based pairwise learning algorithms for large-scale data $ 335,927
Prof HUANG Jian GRF A Parallel Computing Framework for Highdimensional Models and Its Statistical Properties $ 456,452
Dr LI Xun GRF Optimal Controls of Mean-Field Stochastic Systems with Mixed State-Control Constraints and Some Financial Applications $ 714,184
Dr LI Buyang GRF Maximal regularity of finite element solutions and multistep methods for parabolic equations $ 456,452
Prof LIN Yanping GRF Mathematical modeling and numerical analysis for the Cahn-Hilliard-Navier-Stokes-Darcy interface equations $ 640,044
Dr PONG Ting Kei GRF Accelerating optimization algorithms for structured problems of large scale $ 456,452
Prof SUN Defeng GRF Efficient Methods for Large Scale Convex Composite Optimization Problems with Double Regularizers $ 304,301
Dr WANG Zhian GRF Kinetic models of chemotaxis with temporal sensing mechanism: parabolic limits and their properties $ 456,452
Dr WONG Kin-yau ECS Statistical methods for integrative analysis of incomplete multiplatform genomic data $ 297,785
Prof YANG Xiaoqi GRF Error Bounds and their Stability Analysis and Applications $ 632,421
Prof YIU Cedric Ka-fai GRF Beamforming optimization for distributed acoustic array networks $ 495,086
Dr ZHANG Guofeng GRF Quantum Linear Systems: Structure Analysis and Applications $ 623,386
Dr ZHAO Xingqiu GRF Statistical Analysis of Panel Count Data with a Terminal Event $ 456,452
Dr ZHOU Zhi ECS Numerical methods for time-fractional diffusion equations with nonsmooth solutions $ 831,600
Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof Chen Xiaojun GRF Efficient Regularization Methods for Partially Separable Nonsmooth Nonconvex Optimization $ 472,351
Dr GUO Xin GRF Analysis of Online Learning Algorithms with Mini-Batching and Averaging $ 334,797
Dr PONG Ting Kei GRF Convergence rate analysis of solution methods for a large class of optimization problems $ 472,351
Dr QIAO Zhonghua GRF Stability analysis and error estimates of exponential time differencing schemes for nonlocal phase field equations $ 472,351
Prof QI Liqun GRF Higher Order Markov Chains, Transition Probability Tensors and Stochastic Tensors $ 426,060
Dr WANG Zhian GRF Boundary Layers of the Singular Keller-Segel Chemotaxis Models and Applications $ 472,351
Dr XU Zuoquan GRF Optimal Stopping under Drift Uncertainty $ 582,000
Prof YANG Xiaoqi GRF Variational Analysis of Piecewise Linear Vector Optimization $ 582,000
Dr ZHANG Zaikun ECS Nonlinear Optimization Based on Inaccurate Information $ 381,557
Dr LI Buyang GRF High-order approximation of fractional evolution equations $ 639,097
Dr PANG Zhen GRF Statistical inference for massive data via bootstrapping $ 422,114

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr CUI Jintao NSFC General Program 二维麦克斯韦方程组的数值方法研究 $ 480,000
Prof ZHAO Xingqiu NSFC General Program 面板计数数据模型的非参数和半参数统计推断 $ 480,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Analysis and Computation of Sparse Solutions of Linear Complementarity Problems with Applications $ 488,501
Dr GUO Xin GRF Analysis of the regularization of online learning algorithms $ 488,501
Dr HUANG James Jianhui GRF Dynamic optimization of large-scale system with admissibility constraint: the homogenous and heterogeneous case $ 326,811
Dr JIANG Binyan ECS Discriminant analysis for contemporary data $ 459,423
Dr LI Xun GRF Optimal Controls of Forward-Backward Stochastic Systems with Mixed State-Control Constraints and Their Financial Applications $ 482,605
Prof LIN Yanping GRF Numerical study of Maxwell equations with integrals in metamaterial modeling $ 488,501
Dr LIU Chunling GRF Statistical inference for complex epigenetic survival outcomes analysis $ 488,501
Dr LOU Yijun GRF Global Dynamics in Age-Structured Delay Models with Seasonality $ 217,874
Dr PONG Ting Kei GRF New approaches for nonconvex feasibility problems $ 326,811
Prof QI Liqun GRF Weakly Symmetric Tensors, Bi-Symmetric Tensors, Copositive Tensors and P^F-Tensors $ 326,811
Dr QIAO Zhonghua GRF L-infinity stability of semi-implicit schemes for phase field equations $ 326,811
Dr WANG Zhian GRF Qualitative analysis on the prey-taxis system with predator-prey dynamics: applications to non-random foraging $ 375,704
Dr XU Zuoquan GRF Investment Models with Intractable Claims $ 675,647
Prof YANG Xiaoqi GRF Linearized proximal algorithms with Bregman distance for convex composite optimization with applications $ 675,647
Prof. YIU Ka Fai Cedric ITF-UICP-MGJR Indicator System Based on High Frequency Market Data for Hong Kong and Mainland Stock Markets $ 2,044,176
Dr YU Xiang ECS Duality Approach with Auxiliary Processes in Some Path-dependent Portfolio Choice Problems $ 459,423
Prof KWONG Man Kam GRF New non-radial solutions to partial differential equations arising from Gauge theories $ 488,501
Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Penalty Methods for Nonconvex Nonsmooth Constrained Minimization $ 933,362
Dr GUO Xin ECS Mathematical analysis for coordinate kernel polynomial-based learning schemes that produce sparse approximations $ 836,240
Dr LI Xun GRF Optimal Stopping Problems for Path-Dependent Forward-Backward Stochastic Systems with Financial Applications $ 495,728
Dr PONG Ting Kei ECS New solution methods for a class of structured optimization problems $ 1,050,640
Prof QI Liqun GRF Completely Positive, Completely Decomposable, SOS, Cauchy, Hilbert, P and B Tensors: Theory and Computation $ 824,350
Prof. QI Liqun CRF-GP Efficient Algorithms and Hardware Accelerators for Tensor Decomposition and Their Applications to Multidimensional Data Analysis $ 600,000
Dr WANG Zhian GRF On the stability of traveling waves in chemotaxis models $ 415,968
Prof YANG Xiaoqi GRF Nonlinear Constrained Sparse Optimization with Lower Order Regularization $ 695,854
Dr ZHANG Guofeng GRF Control-Oriented Quantum Systems Analysis $ 695,854

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Smoothing Regularization Methods for Parametric Variational Inequality Problems $ 614,810
Prof CHEN Xiaojun NSFC/RGC Joint Research Scheme Sparse Optimization: Algorithms and Theories $ 914,294
Dr HE Daihai ECS Patterns of influenza transmission and the implications of vaccination $ 595,987
Dr HUANG James Jianhui GRF The large-population (LP) control problems for backward and forward-backward stochastic systems $ 604,270
Dr LI Xun GRF Optimal Controls of Mean-Field Regime-Switching Stochastic Systems with Financial Applications $ 692,894
Prof LIN Yanping GRF Theoretical and numerical Study of Non-monotone Traveling Waves for Time-Delayed Reaction Diffusion Equations $ 439,150
Dr LOU Yijun ECS Theory of asymptotically periodic systems and its applications to impulsive biological systems $ 553,870
Prof QI Liqun GRF Positive Semi-Definite Symmetric Tensors, Hankel Tensors, Toeplitz Tensors and M-Tensors: Theory and Algorithms $ 614,810
Dr QIAO Zhonghua GRF Error estimates for numerical solutions of epitaxy growth equations $ 409,815
Dr YIU Cedric Ka-fai GRF Optimization of beamformer configurations for localization and speech enhancement $ 692,894

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr LIU Catherine Chunling NSFC for Young Scholar 两样本稀疏不平衡观测的纵向数据中的检验问题 $ 300,000
Dr XU Zuoquan NSFC General Program 考虑一般约束条件下的消费投资决策模型研究 $ 602,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Second-Order Numerical Methods for Nonsmooth Optimization $ 868,303
Dr HUANG James Jianhui GRF Variational method to stochastic decentralized control and consistent synthesis of large-scale complex (LSC) system. $ 423,562
Dr LI Xun GRF Optimal Control and Stopping Problems for Stochastic Systems with Financial Applications $ 645,500
Dr LIN Yuanyuan ECS Statistical inference for relative error-based regression: estimation and model selection $ 557,302
Prof QI Liqun GRF Spectral Hypergraph Theory via Tensors $ 592,987
Dr QIAO Zhonghua ECS Adaptive numerical methods for the Boltzmann equation $ 1,000,800
Dr WANG Zhian ECS Mathematical Studies on the Attraction-repulsion Keller-Segel Model $ 710,223
Prof YANG Xiaoqi GRF A unified nonlinear augmented Lagrangian theory $ 500,000
Dr YUAN Haidong ECS Reachable sets for coherently controlled quantum systems $ 920,000
Dr ZHANG Guofeng GRF Analysis and Feedback Control of Quantum Linear Systems $ 645,500
Dr ZHAO Xingqiu GRF Structured Selection and Estimation in High-Dimensional Survival Models $ 762,412

 

Principal Investigator Funding Source Project Title Funding Awarded (RMB)
Dr LOU Yijun NSFC for Young Scholar 莱姆病传播动力学研究 $ 230,000
Dr ZHANG Guofeng NSFC General Program 网络化量子系统的混合LQG H无穷控制与采样控制 $ 790,000
Prof. ZHAO Xingqiu NSFC General Program 区间删失数据的半参数回归模型的有效估计方法 $ 500,000

Principal Investigator Funding Scheme^ Project Title Funding Awarded (HKD)
Prof CHEN Xiaojun GRF Regularized Minimization Problems in High Dimensions $ 700,000
Dr HUANG James Jianhui ECS Dynamic Optimization of Mean-field and Large-population Systems under Model Uncertainty: Maximum Principle Approach $ 774,372
Prof KWONG Man Kam GRF Nernst-Planck and Ermakov-Ray-Reid Systems in Nonlinear Physical Models $ 700,000
Dr LI Xun GRF Optimal Controls of Mean-Field Forward- Backward Systems with Financial Applications $ 500,000
Prof LIN Yanping GRF Numerical Analysis of Integro-Differential Maxwell Equations $ 700,000
Prof QI Liqun GRF Tensor Analysis: Spectral Radius, Spectral Minimum and H-Product $ 452,500
Dr QIAO Zhonghua GRF Numerical solution of a nonlinear fourth-order parabolic equation for epitaxial growth $ 490,800
Dr SZE Nung Sing ECS Quantum Error Correction in Quantum Information Science $ 1,000,833
Dr XU Zuoquan ECS Principal-Agent Problem under Probability Distortion $ 550,000
Prof YANG Xiaoqi GRF Generalized Penalty Function Theory and Methods $ 700,000
Prof. YIU Ka Fai Cedric GRF Integrated design of indoor beamforming systems $ 450,000
Prof. YIU Ka Fai Cedric ITF-UICP-MGJR Risk Management System for Low Latency Trading $ 2,088,940

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