SIAM Review

Article	Citations
Book Reviews	253
Graph Neural Networks and Applied Linear Algebra	137
Book Reviews	42
Lifting for Simplicity: Concise Descriptions of Convex Sets	34
Contour Integral Methods for Nonlinear Eigenvalue Problems: A Systems Theoretic Approach	33
Education	30
Survey and Review	28
Research Spotlights	26
Nonlinear Perron--Frobenius Theorems for Nonnegative Tensors	24
Incorporating Computational Challenges into a Multidisciplinary Course on Stochastic Processes	24
SIGEST	22
Book Reviews	22
Featured Review: How Data Happened: A History from the Age of Reason to the Age of Algorithms	17
The Poincaré Metric and the Bergman Theory	15
Education	14
Easy Uncertainty Quantification (EasyUQ): Generating Predictive Distributions from Single-Valued Model Output	14
Combinatorial and Hodge Laplacians: Similarities and Differences	14
Survey and Review	14
Research Spotlights	13
Book Reviews	13
Hysteresis and Stability	11
A Bridge between Invariant Theory and Maximum Likelihood Estimation	11
How Exponentially Ill-Conditioned Are Contiguous Submatrices of the Fourier Matrix?	11
Research Spotlights	10
Uncertainty Analysis of a Simple River Quality Model Using Differential Inequalities	10

Book Review: Big Data Analytics for Smart Transport and Healthcare Systems	10
Developing Workforce with Mathematical Modeling Skills	10
Book Reviews	9
Sparse Approximations with Interior Point Methods	9
Learning Dynamical Systems with Side Information	8
SIGEST	8
Book Review: Algorithmic Mathematics in Machine Learning	6
Book Review: Essential Statistics for Data Science: A Concise Crash Course	5
SIGEST	5
Education	5
Education	4
Operator Learning Using Random Features: A Tool for Scientific Computing	4
Love--Lieb Integral Equations: Applications, Theory, Approximations, and Computations	4
Scalable Load Balancing in Networked Systems: A Survey of Recent Advances	4
Survey and Review	4
Persistent Homology for Resource Coverage: A Case Study of Access to Polling Sites	4
Education	4
When Randomness Helps in Undersampling	4
Research Spotlights	4
Improbability of Collisions of Point-Vortices in Bounded Planar Domains	3
Oscillatory Networks: Insights from Piecewise-Linear Modeling	3
A New Version of the Adaptive Fast Gauss Transform for Discrete and Continuous Sources	3
Flow and Elastic Networks on the ????-Torus: Geometry, Analysis, and Computation	3
SIGEST	2
Education	2
Sandpiles and Dunes: Mathematical Models for Granular Matter	2
Research Spotlights	2
Education	2
Survey and Review	2
Delayed Gradient Methods for Symmetric and Positive Definite Linear Systems	2
LU and CR Elimination	2
SIGEST	2
Minimizing the Repayment Cost of Federal Student Loans	2
Book Reviews	2
SIGEST	1
SIGEST	1
Book Reviews	1
Does the Helmholtz Boundary Element Method Suffer from the Pollution Effect?	1
Research Spotlights	1
Deforming $||.||_{1}$ into $||.||_{\infty}$ via Polyhedral Norms: A Pedestrian Approach	1
NeuralUQ: A Comprehensive Library for Uncertainty Quantification in Neural Differential Equations and Operators	1
Book Review: Elegant Simulations. From Simple Oscillators to Many-Body Systems	1
A Benchmark for the Bayesian Inversion of Coefficients in Partial Differential Equations	1
Nonsmooth Optimization over the Stiefel Manifold and Beyond: Proximal Gradient Method and Recent Variants	1
Survey and Review	0
Education	0
A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations	0
Hypergraph Cuts with General Splitting Functions	0
Are Adaptive Galerkin Schemes Dissipative?	0
Survey and Review	0

Exactness of Quadrature Formulas	0
Generating Resonant and Repeated Root Solutions to Ordinary Differential Equations Using Perturbation Methods	0
Computerized Tomography and Reproducing Kernels	0
The Network HHD: Quantifying Cyclic Competition in Trait-Performance Models of Tournaments	0
Survey and Review	0
Multiobjective Optimization Using the R2 Utility	0
A Proximal Markov Chain Monte Carlo Method for Bayesian Inference in Imaging Inverse Problems: When Langevin Meets Moreau	0
Featured Review: Numerical Integration of Differential Equations	0
A Generalized Dual Transform: Linear Algebra and Geometry of (Pseudo)Inverting a Matrix	0
Research Spotlights	0
Feynman's Inverse Problem	0
Survey and Review	0
The Gross–Pitaevskii Equation and Eigenvector Nonlinearities: Numerical Methods and Algorithms	0
An Introductory Review on A Posteriori Error Estimation in Finite Element Computations	0
Research Spotlights	0
Book Review: Numerical Methods in Physics with Python. Second Edition	0
Computed Origami Tomography	0
Book Review: Stochastic Integral and Differential Equations in Mathematical Modelling	0
Education	0
Education	0
The Role of Directionality, Heterogeneity, and Correlations in Epidemic Risk and Spread	0
Bilinear Optimal Control of an Advection-Reaction-Diffusion System	0
Survey and Review	0
Research Spotlights	0
Bayesian Inverse Problems Are Usually Well-Posed	0
Newton's Method in Mixed Precision	0
Flow-Based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	0
Getting the Lay of the Land in Discrete Space: A Survey of Metric Dimension and Its Applications	0
The Reflection Method for the Numerical Solution of Linear Systems	0
Risk-Adaptive Approaches to Stochastic Optimization: A Survey	0
Book Reviews	0
Resonantly Forced ODEs and Repeated Roots	0
Education	0
Cardinality Minimization, Constraints, and Regularization: A Survey	0
SIGEST	0
Education	0
Analyzing Pattern Formation in the Gray--Scott Model: An XPPAUT Tutorial	0
Surprises in a Classic Boundary-Layer Problem	0
Survey and Review	0
SIGEST	0
Book Reviews	0
Finite Element Methods Respecting the Discrete Maximum Principle for Convection-Diffusion Equations	0
Bump Attractors and Waves in Networks of Leaky Integrate-and-Fire Neurons	0
Proximal Splitting Algorithms for Convex Optimization: A Tour of Recent Advances, with New Twists	0
Book Review: Mathematical Pictures at a Data Science Exhibition	0
Dynamics of Signaling Games	0
Survey and Review	0
Book Reviews	0
Modern Koopman Theory for Dynamical Systems	0
Erratum: On Identifiability of Nonlinear ODE Models and Applications in Viral Dynamics	0
The One-Dimensional Version of Peixoto's Structural Stability Theorem: A Calculus-Based Proof	0
Survey and Review	0
Marginal Likelihood Computation for Model Selection and Hypothesis Testing: An Extensive Review	0
Survey and Review	0
A Simple Formula for the Generalized Spectrum of Second Order Self-Adjoint Differential Operators	0
Book Reviews	0
Neural ODE Control for Classification, Approximation, and Transport	0
Survey and Review	0
Sigmoid Functions, Multiscale Resolution of Singularities, and $hp$-Mesh Refinement	0
Dimensionality Reduction via Dynamical Systems: The Case of t-SNE	0
Education	0
A Mathematical Model for the Origin of Name Brands and Generics	0
On and Beyond Total Variation Regularization in Imaging: The Role of Space Variance	0
Book Review: Optimal Mass Transport on Euclidean Spaces	0
Limits of Learning Dynamical Systems	0
SIGEST	0
Book Review: Math in Drag	0
SIGEST	0
Variance and Covariance of Distributions on Graphs	0
When Data Driven Reduced Order Modeling Meets Full Waveform Inversion	0
SIGEST	0
The Troublesome Kernel: On Hallucinations, No Free Lunches, and the Accuracy-Stability Tradeoff in Inverse Problems	0
SIGEST	0
High-Dimensional Gaussian Sampling: A Review and a Unifying Approach Based on a Stochastic Proximal Point Algorithm	0
Coupling Techniques for Nonlinear Ensemble Filtering	0
Book Review: Probability Adventures	0
Book Reviews	0
Hamiltonicity of Cubic Planar Graphs with Bounded Face Sizes	0
What Are Higher-Order Networks?	0
Some Comments on Preconditioning for Normal Equations and Least Squares	0

Geometric Quasilinearization Framework for Analysis and Design of Bound-Preserving Schemes	0
Piecewise Smooth Models of Pumping a Child's Swing	0
Education	0
Nesterov's Method for Convex Optimization	0
Research Spotlights	0
Book Reviews	0
Computational Methods for Large-Scale Inverse Problems: A Survey on Hybrid Projection Methods	0
A Comprehensive Proof of Bertrand's Theorem	0
SIGEST	0
Research Spotlights	0
Research Spotlights	0
Research Spotlights	0
Book Reviews	0
Chaos Game Representation	0
Hawkes Processes Modeling, Inference, and Control: An Overview	0
Randomized Reference Models for Temporal Networks	0
Compartment Models with Memory	0
Neighborhood Watch in Mechanics: Nonlocal Models and Convolution	0
Research Spotlights	0