Townsend, Alex
- Rigorous data-driven computation of spectral properties of Koopman operators for dynamical systems
2021/11/29 by Matthew J. Colbrook, Colbrook, Matthew J., Alex Townsend +1 · 16 citations
Computer Science · Engineering · Physics and Astronomy · #37A30 #37M10 #37N10 #37N25 #47A10 #47B33 #65F99 #65P99 #65T99 #Computational Fluid Dynamics and Aerodynamics #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Spectral Theory (math.SP)
- Rational neural networks
2020/04/04 by Boullé, Nicolas, Nakatsukasa, Yuji, Townsend, Alex · 9 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Numerical Analysis (math.NA)
- On the singular values of matrices with displacement structure
2016/09/29 by Beckermann, Bernhard, Townsend, Alex · 5 citations
#FOS: Mathematics #Numerical Analysis (math.NA) #Rings and Algebras (math.RA)
- A fast and well-conditioned spectral method
2012/02/07 by Olver, Sheehan, Townsend, Alex · 4 citations
#33C45 #65L10 #65M70 #FOS: Mathematics #Numerical Analysis (math.NA)
- Data-driven Algorithms for signal processing with trigonometric rational functions
2021/05/16 by Wilber, Heather, Damle, Anil, Townsend, Alex · 4 citations
#41A20 #94A12 #FOS: Mathematics #G.1.2 #Numerical Analysis (math.NA)
- Expander graphs are globally synchronizing
2022/10/23 by Abdalla, Pedro, Bandeira, Afonso S., Kassabov, Martin +3 · 4 citations
#Combinatorics (math.CO) #Dynamical Systems (math.DS) #FOS: Mathematics #Optimization and Control (math.OC) #Probability (math.PR)
- A practical framework for infinite-dimensional linear algebra
2014/09/19 by Olver, Sheehan, Townsend, Alex · 2 citations
#33A65 #35C11 #65N35 #FOS: Mathematics #Numerical Analysis (math.NA)
- Arbitrary-Depth Universal Approximation Theorems for Operator Neural Networks
2021/09/23 by Yu, Annan, Becquey, Chloé, Halikias, Diana +2 · 3 citations
#Classical Analysis and ODEs (math.CA) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
- Parallel algorithms for computing the tensor-train decomposition
2021/11/19 by Tianyi Shi, Shi, Tianyi, Maximilian Ruth +3 · 3 citations
Computer Science · Mathematics · #15A69 #65F55 #65Y05 #FOS: Mathematics #Numerical Analysis (math.NA) #Parallel Computing and Optimization Techniques #Tensor decomposition and applications
- Fast Poisson solvers for spectral methods
2017/10/30 by Fortunato, Daniel, Townsend, Alex · 2 citations
#FOS: Mathematics #Numerical Analysis (math.NA)
- Beyond expectations: Residual Dynamic Mode Decomposition and Variance for Stochastic Dynamical Systems
2023/08/21 by Colbrook, Matthew J., Li, Qin, Raut, Ryan V. +1 · 4 citations
#37H99 #37M10 #37N25 #47A10 #47B33 #65P99 #Chaotic Dynamics (nlin.CD) #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Spectral Theory (math.SP)
- Bounding Zolotarev numbers using Faber rational functions
2019/11/26 by Rubin, Daniel, Townsend, Alex, Wilber, Heather · 2 citations
#30E10 (Primary) #41A20 #65F10 #Complex Variables (math.CV) #FOS: Mathematics #Numerical Analysis (math.NA)
- Are sketch-and-precondition least squares solvers numerically stable?
2023/02/14 by Meier, Maike, Nakatsukasa, Yuji, Townsend, Alex +1 · 3 citations
#FOS: Mathematics #Numerical Analysis (math.NA)
- Fast inverse transform sampling in one and two dimensions
2013/07/04 by Sheehan Olver, Olver, Sheehan, Alex Townsend +1 · 1 citation
Computer Science · Engineering · #65C10 #Anomaly Detection Techniques and Applications #Chaos-based Image/Signal Encryption #FOS: Mathematics #Numerical Analysis (math.NA) #Probability (math.PR) #Sparse and Compressive Sensing Techniques #Statistics Theory (math.ST)
- Gaussian elimination corrects pivoting mistakes
2016/02/21 by Townsend, Alex · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- Avoiding discretization issues for nonlinear eigenvalue problems
2023/05/02 by Matthew J. Colbrook, Colbrook, Matthew J., Alex Townsend +1 · 2 citations
Computer Science · Mathematics · #35P30 #47A10 #65N25 #65N30 #Advanced Optimization Algorithms Research #FOS: Electrical engineering #FOS: Mathematics #FOS: Physical sciences #Mathematical Physics (math-ph) #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Numerical methods for differential equations #Spectral Theory (math.SP) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Computing with functions in spherical and polar geometries I. The sphere
2015/10/27 by Alex Townsend, Heather Wilber, Townsend, Alex +3 · 1 citation
Earth and Planetary Sciences · Engineering · #Advanced Numerical Analysis Techniques #FOS: Mathematics #Geological Modeling and Analysis #Numerical Analysis (math.NA)
- Stable extrapolation of analytic functions
2016/05/31 by Demanet, Laurent, Townsend, Alex · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Numerical Analysis (math.NA)
- A nonuniform fast Fourier transform based on low rank approximation
2017/01/17 by Ruiz-Antolin, Diego, Townsend, Alex · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- Recurrence relations for orthogonal polynomials on a triangle
2018/01/27 by Olver, Sheehan, Townsend, Alex, Vasil, Geoff · 1 citation
#33C50 #Classical Analysis and ODEs (math.CA) #FOS: Mathematics
- On the compressibility of tensors
2018/12/22 by Shi, Tianyi, Townsend, Alex · 1 citation
#15A69 #65F99 #FOS: Mathematics #Numerical Analysis (math.NA)
- How to reveal the rank of a matrix?
2024/05/07 by Anil Damle, Silke Glas, Damle, Anil +5 · 3 citations
Computer Science · #FOS: Mathematics #Matrix Theory and Algorithms #Numerical Analysis (math.NA)
- Computing spectral measures of self-adjoint operators
2020/06/02 by Colbrook, Matthew J., Horning, Andrew, Townsend, Alex · 2 citations
#46N40 #47A10 #47N50 #65N35 #81Q10 #FOS: Mathematics #FOS: Physical sciences #Functional Analysis (math.FA) #Mathematical Physics (math-ph) #Numerical Analysis (math.NA) #Spectral Theory (math.SP)
- Vector spaces of linearizations for matrix polynomials: a bivariate polynomial approach
2016/10/06 by Nakatsukasa, Yuji, Noferini, Vanni, Townsend, Alex · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- Operator learning without the adjoint
2024/01/31 by Nicolas Boullé, Diana Halikias, Boullé, Nicolas +5 · 1 citation
Computer Science · Engineering · Mathematics · #Artificial Intelligence (cs.AI) #Control Systems and Identification #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Numerical Analysis (math.NA) #Numerical methods in inverse problems
- Extending Mercer's expansion to indefinite and asymmetric kernels
2024/09/24 by Sungwoo Jeong, Jeong, Sungwoo, Alex Townsend +1 · 1 citation
Computer Science · #Neural Networks and Applications
- Convergence of Pivoted Cholesky Algorithm for Lipschitz Kernels
2025/09/16 by Jeong, Sungwoo, Townsend, Alex · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)
- A Hidden Variable Resultant Method for the Polynomial Multiparameter Eigenvalue Problem
2025/03/28 by Emil Graf, Graf, Emil, Alex Townsend +1 · 1 citation
Computer Science · Mathematics · Physics and Astronomy · #15A18 #15A22 #15A69 #65F15 #FOS: Mathematics #G.1.3 #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Polynomial and algebraic computation #Tensor decomposition and applications
- The Distributional Koopman Operator for Random Dynamical Systems
2025/04/15 by Maria Oprea, Alex Townsend, Oprea, Maria +3 · 1 citation
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Dynamical Systems (math.DS) #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks