Funded Research Projects (National)
1. NSFC Innovative Exploration Program:Online Learning and Optimization Algorithms under Data-Scarce and Nonstationary Model Scenarios
2. NSFC General Program
1) Research on the Adversarial Phenomenon of Deep Learning Systems based on a Unified Mathematical Description
2) The Study on Touchless Multi-modal Palmprint Recognition with Big Data
3) Data Driven Online Optimization for Queueing Systems
4) Research on Several Key Issues of Kernel Regularization System Identification
5) The Computational Model and Algorithm for Brain-controlled Speaker Extraction Under Multi-talker Noisy Environment
6) Kalman Filter Theory of Special Euclidean Group and Its Application in Simultaneous Localization and Mapping
7) Research on Asset Allocation, Timing and Pricing Under the Framework of Behavioral Finance
3. Research Fund for International Scientists:
1) Higher Order-Type Methods for Structured and Stochastic Variational Inequalities
2) Stochastic Gradient Descent Provably Overcomes All Bad Non-global Local Minima in the Partial Training of Artificial Neural Networks
4. Young Scientists Fund projects:
1) Investigating Asymptopic Network Independence in DIstributed Stochastic Optimization
2) Metropolis-Hastings Reversiblizations of Nonreversible Markov Chains
3) Post-selection Estimators and Valid Inference for Time-series Models
4) Queues with Auto-correlated Arrivals
5) The spectral annalysis of large dimensional non-central Fisher matrix with its applications
6) Stopping strategies of behavioral gamblers with cumulative prospect theory preferences
7) Research on Key Technologies of Medical Image Segmentation Based on Boundary Attention Level Set
8) Data-driven Deep Omnidirectional Image Compression for Virtual Reality
9) Large-scale Software Reliability Engineering via Automated Log Analysis
10) Research on Cohesive Subgraph Search over Large Complex Heterogeneous Graphs
11) The Model, Algorithm, Theory, and Applications of Fast Nonconvex and Nonsmooth Tensor Recovery
12) Privacy-preserving Reinforcement Learning via Functional Mechanisms
13) Location Auction Theory with Endogenous Information Design in Live Shopping
14) Interpretative Logic Point Process and Its Application in Complex Sequential Systems
15) On a Family of Stochastic Model-based Methods and Applications in Nonsmooth Nonconvex Optimization
16) Research on the Fusion Method of Semantic Communication and Ad-hoc Network for 6G Ubiquitous Perception
17) Experimental Design and Statistical Modeling for Multiphenotypic Single-cell Transcriptome Sequencing
18) Research on Optimization Method of Data-driven Forest Fire Emergency Management Coordination Operation
19) Research on the User-behavior-oriented Matching Mechanism of Online Car-hailing Order Dispatching
20) Research on the Key Technology of Intelligent Acquisition of Pulse Wave Signal
21) Research on Data-driven Control Technology of Linear Time-varying System Based on Machine Learning Kernel Regularization Method
22) Research on Efficient Dense Subgraph Mining Algorithm for Large-Scale Directed Graphs