Hengrui Luo

1. Randomized Numerical Linear Algebra : A Perspective on the Field With an Eye to Software
   2023/02/22 by Riley Murray, James Demmel, Murray, Riley +23 · 19 citations
   Computer Science · Mathematics · #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications #Parallel Computing and Optimization Techniques
2. A Unifying Perspective on Non-Stationary Kernels for Deeper Gaussian Processes
   2023/09/18 by Marcus M. Noack, Noack, Marcus M., Hengrui Luo +3 · 2 citations
   Computer Science · Engineering · Environmental Science · #Air Quality Monitoring and Forecasting #FOS: Computer and information sciences #FOS: Mathematics #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability (math.PR)
3. A Linear-complexity Tensor Butterfly Algorithm for Compressing High-dimensional Oscillatory Integral Operators
   2024/11/05 by P. Michael Kielstra, Kielstra, P. Michael, Tianyi Shi +7 · 2 citations
   Mathematics · #15A23 #65F50 #65R10 #65R20 #FOS: Mathematics #Numerical Analysis (math.NA) #Tensor decomposition and applications
4. Compactly-supported nonstationary kernels for computing exact Gaussian processes on big data
   2024/11/07 by Mark D. Risser, Marcus M. Noack, Risser, Mark D. +5 · 1 citation
   Computer Science · #Applications (stat.AP) #Computation (stat.CO) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Neural Networks and Applications
5. Minimizing the Arithmetic and Communication Complexity of Jacobi's Method for Eigenvalues and Singular Values: Part One -- Serial Algorithms
   2025/06/04 by James Demmel, Demmel, James, Hengrui Luo +5 · 1 citation
   Computer Science · #Stochastic Gradient Optimization Techniques #Polynomial and algebraic computation #Matrix Theory and Algorithms
6. Contrastive inverse regression for dimension reduction
   2023/05/20 by Sam Hawke, Hawke, Sam, Hengrui Luo +3 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · Mathematics · #Applications (stat.AP) #FOS: Computer and information sciences #Face and Expression Recognition #Gene expression and cancer classification #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference
7. Frontal Slice Approaches for Tensor Linear Systems
   2024/08/24 by Hengrui Luo, Anna Ma, Luo, Hengrui +1 · 1 citation
   Engineering · #15A69 #15A72 #65F10 #Dynamics and Control of Mechanical Systems #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Statistics Theory (math.ST)