SIAM Review

Article	Citations
Book Reviews	424
Book Reviews	292
Graph Neural Networks and Applied Linear Algebra	68
Contour Integral Methods for Nonlinear Eigenvalue Problems: A Systems Theoretic Approach	53
Lifting for Simplicity: Concise Descriptions of Convex Sets	53
Incorporating Computational Challenges into a Multidisciplinary Course on Stochastic Processes	51
Research Spotlights	45
Survey and Review	44
Nonlinear Perron--Frobenius Theorems for Nonnegative Tensors	43
Least Squares and the Not-Normal Equations	40
Education	39
The Poincaré Metric and the Bergman Theory	37
SIGEST	32
Survey and Review	29
Research Spotlights	24
Featured Review: How Data Happened: A History from the Age of Reason to the Age of Algorithms	24
Book Reviews	20
Easy Uncertainty Quantification (EasyUQ): Generating Predictive Distributions from Single-Valued Model Output	18
Combinatorial and Hodge Laplacians: Similarities and Differences	17
Survey and Review	17
Education	16
Research Spotlights	16
A Bridge between Invariant Theory and Maximum Likelihood Estimation	16
Book Reviews	16
Hysteresis and Stability	15

Featured Review: Making Democracy Count: How Mathematics Improves Voting, Electoral Maps, and Representation	15
Research Spotlights	13
Uncertainty Analysis of a Simple River Quality Model Using Differential Inequalities	13
Developing Workforce with Mathematical Modeling Skills	13
Book Review: Big Data Analytics for Smart Transport and Healthcare Systems	12
Sparse Approximations with Interior Point Methods	9
Book Reviews	9
Education	9
Learning Dynamical Systems with Side Information	8
Book Review: Algorithmic Mathematics in Machine Learning	8
SIGEST	8
Optimal Survival Strategies for Diffusive Flows: A Schrödinger Bridge Approach to Unbalanced Transport	7
Book Review: Dissipative Lattice Dynamical Systems	7
Book Review: Essential Statistics for Data Science: A Concise Crash Course	7
Education	7
SIGEST	7
Quantitative Estimates: How Well Does the Discrete Fourier Transform Approximate the Fourier Transform on \(\mathbb{R}?\)	6
Book Review: Classical Numerical Analysis: A Comprehensive Course	6
Survey and Review	6
Love--Lieb Integral Equations: Applications, Theory, Approximations, and Computations	5
Persistent Homology for Resource Coverage: A Case Study of Access to Polling Sites	5
Research Spotlights	4
Education	4
Operator Learning Using Random Features: A Tool for Scientific Computing	4
Education	4
Survey and Review	4
When Randomness Helps in Undersampling	4
Scalable Load Balancing in Networked Systems: A Survey of Recent Advances	4
Numerical Review of Mathieu Function Programs for Integer Orders and Real Parameters	3
Education	3
Education	3
Oscillatory Networks: Insights from Piecewise-Linear Modeling	3
SIGEST	3
Featured Review: The Sequential Quadratic Hamiltonian Method: Solving Optimal Control Problems	3
Improbability of Collisions of Point-Vortices in Bounded Planar Domains	3
A New Version of the Adaptive Fast Gauss Transform for Discrete and Continuous Sources	3
SIGEST	3
Survey and Review	2
Sandpiles and Dunes: Mathematical Models for Granular Matter	2
Research Spotlights	2
Parameter Identifiability, Parameter Estimation, and Model Prediction for Differential Equation Models	2
Minimizing the Repayment Cost of Federal Student Loans	2
Delayed Gradient Methods for Symmetric and Positive Definite Linear Systems	2
Research Spotlights	2
Does the Helmholtz Boundary Element Method Suffer from the Pollution Effect?	2
Book Review: Differential Equations: Solving Ordinary and Partial Differential Equations with Mathematica	2
Book Reviews	2
SIGEST	2
Book Review: Elegant Simulations. From Simple Oscillators to Many-Body Systems	2
A Benchmark for the Bayesian Inversion of Coefficients in Partial Differential Equations	1

Book Reviews	1
Featured Review: Introduction to Probability and Its Applications	1
Book Reviews	1
Deforming $||.||_{1}$ into $||.||_{\infty}$ via Polyhedral Norms: A Pedestrian Approach	1
Book Review: A New Lotka–Volterra Model of Competition With Strategic Aggression: Civil Wars When Strategy Comes into Play	0
The One-Dimensional Version of Peixoto's Structural Stability Theorem: A Calculus-Based Proof	0
Survey and Review	0
SIGEST	0
Hamiltonicity of Cubic Planar Graphs with Bounded Face Sizes	0
Coupling Techniques for Nonlinear Ensemble Filtering	0
The Gross–Pitaevskii Equation and Eigenvector Nonlinearities: Numerical Methods and Algorithms	0
Book Reviews	0
Some Comments on Preconditioning for Normal Equations and Least Squares	0
Research Spotlights	0
A Proximal Markov Chain Monte Carlo Method for Bayesian Inference in Imaging Inverse Problems: When Langevin Meets Moreau	0
Survey and Review	0
Survey and Review	0
SIGEST	0
The Fundamental Subspaces of Ensemble Kalman Inversion	0
Neural ODE Control for Classification, Approximation, and Transport	0
Modern Koopman Theory for Dynamical Systems	0
Geometric Quasilinearization Framework for Analysis and Design of Bound-Preserving Schemes	0
Finite Element Methods Respecting the Discrete Maximum Principle for Convection-Diffusion Equations	0
Education	0
Computed Origami Tomography	0
SIGEST	0
Research Spotlights	0
Hierarchical Bayesian Inverse Problems: A High-Dimensional Statistics Viewpoint	0
A Comprehensive Proof of Bertrand's Theorem	0
Nonsmooth Optimization over the Stiefel Manifold and Beyond: Proximal Gradient Method and Recent Variants	0
Bayesian Inverse Problems Are Usually Well-Posed	0
Flow-Based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	0
Survey and Review	0
Book Reviews	0
A Mathematical Model for the Origin of Name Brands and Generics	0
Education	0
The Role of Directionality, Heterogeneity, and Correlations in Epidemic Risk and Spread	0
When Data Driven Reduced Order Modeling Meets Full Waveform Inversion	0
Research Spotlights	0
Education	0
Hypergraph Cuts with General Splitting Functions	0
Cardinality Minimization, Constraints, and Regularization: A Survey	0
Turning Big Data Into Tiny Data: Coresets for Unsupervised Learning Problems	0
Book Reviews	0
Book Review: Discrete Variational Problems with Interfaces	0
Education	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
Bump Attractors and Waves in Networks of Leaky Integrate-and-Fire Neurons	0
Book Review: Time-Variant and Quasi-Separable Systems	0
A Generalized Dual Transform: Linear Algebra and Geometry of (Pseudo)Inverting a Matrix	0
SIGEST	0
Survey and Review	0
Research Spotlights	0
Survey and Review	0
Book Reviews	0
SIGEST	0
Nesterov's Method for Convex Optimization	0
Compositional Function Spaces for Deep Learning	0
Feynman's Inverse Problem	0
Book Review: Numerical Methods in Physics with Python. Second Edition	0
Research Spotlights	0
A Simple Formula for the Generalized Spectrum of Second Order Self-Adjoint Differential Operators	0
Dynamics of Signaling Games	0
A Nonlocal-to-Local Approach to Aggregation-Diffusion Equations	0
An Introductory Review on A Posteriori Error Estimation in Finite Element Computations	0
Sigmoid Functions, Multiscale Resolution of Singularities, and $hp$-Mesh Refinement	0
What Are Higher-Order Networks?	0
Neighborhood Watch in Mechanics: Nonlocal Models and Convolution	0
Survey and Review	0
Research Spotlights	0
Book Review: An Introduction to Stellarators	0
Computerized Tomography and Reproducing Kernels	0
Book Review: Stochastic Integral and Differential Equations in Mathematical Modelling	0
NeuralUQ: A Comprehensive Library for Uncertainty Quantification in Neural Differential Equations and Operators	0
Hawkes Processes Modeling, Inference, and Control: An Overview	0
Survey and Review	0
Erratum: On Identifiability of Nonlinear ODE Models and Applications in Viral Dynamics	0
Generating Resonant and Repeated Root Solutions to Ordinary Differential Equations Using Perturbation Methods	0
Proximal Splitting Algorithms for Convex Optimization: A Tour of Recent Advances, with New Twists	0

Book Reviews	0
DUE: A Deep Learning Framework and Library for Modeling Unknown Equations	0
Book Review: Math in Drag	0
Book Review: Inverse Optimal Control and Inverse Noncooperative Dynamic Game Theory: A Minimum-Principle Approach	0
Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicians	0
Analyzing Pattern Formation in the Gray--Scott Model: An XPPAUT Tutorial	0
Variance and Covariance of Distributions on Graphs	0
Limits of Learning Dynamical Systems	0
Book Review: Optimal Mass Transport on Euclidean Spaces	0
Book Review: Probability Adventures	0
Multiobjective Optimization Using the R2 Utility	0
Randomized Reference Models for Temporal Networks	0
Modeling Still Matters: A Surprising Instance of Catastrophic Floating Point Errors in Mathematical Biology and Numerical Methods for ODEs	0
On the Loewner Framework, the Kolmogorov Superposition Theorem, and the Curse of Dimensionality	0
Surprises in a Classic Boundary-Layer Problem	0
Survey and Review	0
Computational Methods for Large-Scale Inverse Problems: A Survey on Hybrid Projection Methods	0
Risk-Adaptive Approaches to Stochastic Optimization: A Survey	0
Book Review: Mathematical Pictures at a Data Science Exhibition	0
Education	0
Book Review: Control in Finite and Infinite Dimension	0
Research Spotlights	0
Education	0
Research Spotlights	0
SIGEST	0
Bilinear Optimal Control of an Advection-Reaction-Diffusion System	0
Piecewise Smooth Models of Pumping a Child's Swing	0
Book Reviews	0
Stochastic Dual Dynamic Programming and Its Variants: A Review	0
Book Review: Modeling Social Behavior: Mathematical and Agent-Based Models of Social Dynamics and Cultural Evolution	0
Book Reviews	0
Survey and Review	0
Education	0
Book Review: Mathematical Analysis: A Very Short Introduction	0
Book Review: Algorithmic Mathematics in Machine Learning	0
Book Review: Linear Algebra: A Problem-Centered Approach	0
Chaos Game Representation	0
SIGEST	0
Book Review: Statistical Foundations of Actuarial Learning and Its Applications	0
SIGEST	0
Landmarks in the History of Iterative Methods	0
Education	0
A Gentle Introduction to Interpolation on the Grassmann Manifold	0
The Network HHD: Quantifying Cyclic Competition in Trait-Performance Models of Tournaments	0
Research Spotlights	0
SIGEST	0
Marginal Likelihood Computation for Model Selection and Hypothesis Testing: An Extensive Review	0
Are Adaptive Galerkin Schemes Dissipative?	0
Resonantly Forced ODEs and Repeated Roots	0
Book Reviews	0
The Troublesome Kernel: On Hallucinations, No Free Lunches, and the Accuracy-Stability Tradeoff in Inverse Problems	0
SIGEST	0
On and Beyond Total Variation Regularization in Imaging: The Role of Space Variance	0
Compartment Models with Memory	0
Featured Review: Numerical Integration of Differential Equations	0