SIAM Review

Article	Citations
Book Reviews	279
Graph Neural Networks and Applied Linear Algebra	153
Book Reviews	45
Contour Integral Methods for Nonlinear Eigenvalue Problems: A Systems Theoretic Approach	40
Lifting for Simplicity: Concise Descriptions of Convex Sets	37
Education	34
Survey and Review	29
Nonlinear Perron--Frobenius Theorems for Nonnegative Tensors	28
Incorporating Computational Challenges into a Multidisciplinary Course on Stochastic Processes	26
Research Spotlights	26
Easy Uncertainty Quantification (EasyUQ): Generating Predictive Distributions from Single-Valued Model Output	25
SIGEST	24
Featured Review: How Data Happened: A History from the Age of Reason to the Age of Algorithms	21
Book Reviews	21
Combinatorial and Hodge Laplacians: Similarities and Differences	18
The Poincaré Metric and the Bergman Theory	16
Education	16
Book Reviews	15
Survey and Review	15
Research Spotlights	15
How Exponentially Ill-Conditioned Are Contiguous Submatrices of the Fourier Matrix?	14
A Bridge between Invariant Theory and Maximum Likelihood Estimation	13
Hysteresis and Stability	12
Developing Workforce with Mathematical Modeling Skills	11
Sparse Approximations with Interior Point Methods	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	9
Book Reviews	9
Learning Dynamical Systems with Side Information	8
SIGEST	8
Education	6
Book Review: Algorithmic Mathematics in Machine Learning	6
Survey and Review	5
Persistent Homology for Resource Coverage: A Case Study of Access to Polling Sites	5
Research Spotlights	5
SIGEST	5
Love--Lieb Integral Equations: Applications, Theory, Approximations, and Computations	5
Book Review: Essential Statistics for Data Science: A Concise Crash Course	5
Scalable Load Balancing in Networked Systems: A Survey of Recent Advances	4
Education	4
Flow and Elastic Networks on the ????-Torus: Geometry, Analysis, and Computation	4
When Randomness Helps in Undersampling	4
Education	4
Improbability of Collisions of Point-Vortices in Bounded Planar Domains	4
Operator Learning Using Random Features: A Tool for Scientific Computing	4
Oscillatory Networks: Insights from Piecewise-Linear Modeling	4
LU and CR Elimination	4
Education	3
SIGEST	3
SIGEST	3
A New Version of the Adaptive Fast Gauss Transform for Discrete and Continuous Sources	3
Does the Helmholtz Boundary Element Method Suffer from the Pollution Effect?	2
Research Spotlights	2
Survey and Review	2
Minimizing the Repayment Cost of Federal Student Loans	2
Research Spotlights	2
SIGEST	2
Education	2
Delayed Gradient Methods for Symmetric and Positive Definite Linear Systems	2
Book Review: Elegant Simulations. From Simple Oscillators to Many-Body Systems	2
Sandpiles and Dunes: Mathematical Models for Granular Matter	2
Book Reviews	2
A Benchmark for the Bayesian Inversion of Coefficients in Partial Differential Equations	1
NeuralUQ: A Comprehensive Library for Uncertainty Quantification in Neural Differential Equations and Operators	1
Analyzing Pattern Formation in the Gray--Scott Model: An XPPAUT Tutorial	1
Deforming $||.||_{1}$ into $||.||_{\infty}$ via Polyhedral Norms: A Pedestrian Approach	1
SIGEST	1
Book Reviews	1
SIGEST	1
Nonsmooth Optimization over the Stiefel Manifold and Beyond: Proximal Gradient Method and Recent Variants	1
The Troublesome Kernel: On Hallucinations, No Free Lunches, and the Accuracy-Stability Tradeoff in Inverse Problems	1
What Are Higher-Order Networks?	0
Survey and Review	0
An Introductory Review on A Posteriori Error Estimation in Finite Element Computations	0

Nesterov's Method for Convex Optimization	0
Book Reviews	0
Sigmoid Functions, Multiscale Resolution of Singularities, and $hp$-Mesh Refinement	0
Erratum: On Identifiability of Nonlinear ODE Models and Applications in Viral Dynamics	0
A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations	0
A Comprehensive Proof of Bertrand's Theorem	0
Survey and Review	0
Marginal Likelihood Computation for Model Selection and Hypothesis Testing: An Extensive Review	0
Chaos Game Representation	0
Book Reviews	0
The One-Dimensional Version of Peixoto's Structural Stability Theorem: A Calculus-Based Proof	0
Hypergraph Cuts with General Splitting Functions	0
Survey and Review	0
Randomized Reference Models for Temporal Networks	0
Survey and Review	0
Compartment Models with Memory	0
Survey and Review	0
Flow-Based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	0
Dimensionality Reduction via Dynamical Systems: The Case of t-SNE	0
Education	0
SIGEST	0
SIGEST	0
Book Review: Math in Drag	0
Limits of Learning Dynamical Systems	0
Cardinality Minimization, Constraints, and Regularization: A Survey	0
Generating Resonant and Repeated Root Solutions to Ordinary Differential Equations Using Perturbation Methods	0
Surprises in a Classic Boundary-Layer Problem	0
Survey and Review	0
High-Dimensional Gaussian Sampling: A Review and a Unifying Approach Based on a Stochastic Proximal Point Algorithm	0
Finite Element Methods Respecting the Discrete Maximum Principle for Convection-Diffusion Equations	0
Featured Review: Numerical Integration of Differential Equations	0
Research Spotlights	0
Education	0
Risk-Adaptive Approaches to Stochastic Optimization: A Survey	0
Piecewise Smooth Models of Pumping a Child's Swing	0
Book Reviews	0
Survey and Review	0
Computed Origami Tomography	0
Geometric Quasilinearization Framework for Analysis and Design of Bound-Preserving Schemes	0
Book Review: Stochastic Integral and Differential Equations in Mathematical Modelling	0
Neural ODE Control for Classification, Approximation, and Transport	0
The Gross–Pitaevskii Equation and Eigenvector Nonlinearities: Numerical Methods and Algorithms	0
Research Spotlights	0
The Role of Directionality, Heterogeneity, and Correlations in Epidemic Risk and Spread	0
Education	0
Education	0
A Mathematical Model for the Origin of Name Brands and Generics	0
Book Reviews	0
Survey and Review	0
On and Beyond Total Variation Regularization in Imaging: The Role of Space Variance	0
Survey and Review	0
The Reflection Method for the Numerical Solution of Linear Systems	0
SIGEST	0
Research Spotlights	0
Education	0
Bilinear Optimal Control of an Advection-Reaction-Diffusion System	0
Education	0
Exactness of Quadrature Formulas	0
A Proximal Markov Chain Monte Carlo Method for Bayesian Inference in Imaging Inverse Problems: When Langevin Meets Moreau	0
Variance and Covariance of Distributions on Graphs	0
When Data Driven Reduced Order Modeling Meets Full Waveform Inversion	0
Multiobjective Optimization Using the R2 Utility	0
Bump Attractors and Waves in Networks of Leaky Integrate-and-Fire Neurons	0
Research Spotlights	0
Dynamics of Signaling Games	0
Some Comments on Preconditioning for Normal Equations and Least Squares	0
Book Review: Mathematical Pictures at a Data Science Exhibition	0
SIGEST	0
Modern Koopman Theory for Dynamical Systems	0
A Generalized Dual Transform: Linear Algebra and Geometry of (Pseudo)Inverting a Matrix	0
Research Spotlights	0
Research Spotlights	0
Survey and Review	0
Book Reviews	0
Computational Methods for Large-Scale Inverse Problems: A Survey on Hybrid Projection Methods	0
Newton's Method in Mixed Precision	0
A Simple Formula for the Generalized Spectrum of Second Order Self-Adjoint Differential Operators	0
Book Review: Numerical Methods in Physics with Python. Second Edition	0
Feynman's Inverse Problem	0
Neighborhood Watch in Mechanics: Nonlocal Models and Convolution	0

Proximal Splitting Algorithms for Convex Optimization: A Tour of Recent Advances, with New Twists	0
Research Spotlights	0
Book Review: Optimal Mass Transport on Euclidean Spaces	0
Education	0
Getting the Lay of the Land in Discrete Space: A Survey of Metric Dimension and Its Applications	0
Hawkes Processes Modeling, Inference, and Control: An Overview	0
Bayesian Inverse Problems Are Usually Well-Posed	0
Research Spotlights	0
Book Reviews	0
Resonantly Forced ODEs and Repeated Roots	0
Book Reviews	0
Are Adaptive Galerkin Schemes Dissipative?	0
SIGEST	0
SIGEST	0
The Network HHD: Quantifying Cyclic Competition in Trait-Performance Models of Tournaments	0
Computerized Tomography and Reproducing Kernels	0
Coupling Techniques for Nonlinear Ensemble Filtering	0
Book Review: Probability Adventures	0
Hamiltonicity of Cubic Planar Graphs with Bounded Face Sizes	0