SIAM Review

Papers
(The TQCC of SIAM Review is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)
ArticleCitations
Book Reviews350
Book Reviews224
Lifting for Simplicity: Concise Descriptions of Convex Sets61
Contour Integral Methods for Nonlinear Eigenvalue Problems: A Systems Theoretic Approach49
Graph Neural Networks and Applied Linear Algebra47
Education42
Incorporating Computational Challenges into a Multidisciplinary Course on Stochastic Processes39
Research Spotlights37
Education34
Survey and Review34
Least Squares and the Not-Normal Equations33
Nonlinear Perron--Frobenius Theorems for Nonnegative Tensors30
The Poincaré Metric and the Bergman Theory27
SIGEST26
Survey and Review25
Featured Review: How Data Happened: A History from the Age of Reason to the Age of Algorithms22
Book Reviews21
Easy Uncertainty Quantification (EasyUQ): Generating Predictive Distributions from Single-Valued Model Output20
Combinatorial and Hodge Laplacians: Similarities and Differences18
Survey and Review16
Research Spotlights15
Book Reviews15
Education14
Featured Review: Making Democracy Count: How Mathematics Improves Voting, Electoral Maps, and Representation13
Hysteresis and Stability13
A Bridge between Invariant Theory and Maximum Likelihood Estimation13
Uncertainty Analysis of a Simple River Quality Model Using Differential Inequalities12
Developing Workforce with Mathematical Modeling Skills12
How Exponentially Ill-Conditioned Are Contiguous Submatrices of the Fourier Matrix?12
Sparse Approximations with Interior Point Methods9
Book Review: Big Data Analytics for Smart Transport and Healthcare Systems9
Research Spotlights9
Book Reviews8
SIGEST8
Education7
Learning Dynamical Systems with Side Information7
Book Review: Algorithmic Mathematics in Machine Learning7
Book Review: Essential Statistics for Data Science: A Concise Crash Course6
Persistent Homology for Resource Coverage: A Case Study of Access to Polling Sites6
SIGEST6
Optimal Survival Strategies for Diffusive Flows: A Schrödinger Bridge Approach to Unbalanced Transport6
Book Review: Dissipative Lattice Dynamical Systems6
Survey and Review5
Book Review: Classical Numerical Analysis: A Comprehensive Course5
Research Spotlights5
Research Spotlights5
Love--Lieb Integral Equations: Applications, Theory, Approximations, and Computations5
Scalable Load Balancing in Networked Systems: A Survey of Recent Advances4
Education4
Improbability of Collisions of Point-Vortices in Bounded Planar Domains4
When Randomness Helps in Undersampling4
Operator Learning Using Random Features: A Tool for Scientific Computing4
Oscillatory Networks: Insights from Piecewise-Linear Modeling4
Education4
Flow and Elastic Networks on the ????-Torus: Geometry, Analysis, and Computation4
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