Latest Research in Decision Support Optimization

160 research papers · 2026 median publication year

Top Research Topics in Decision Support Optimization

Highest-Cited Papers

  1. Analysis of Emerging Engineering Technologies for Sustainable Industrial System Based on Fuzzy Z-Number Linguistic SPC-RS-MAIRCA Models
  2. Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference
  3. Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference
  4. Singular-Subspace Alignment in Norm-Constrained Asymmetric Low-Rank Updates
  5. Singular-Subspace Alignment in Norm-Constrained Asymmetric Low-Rank Updates
  6. Entropies and Negentropies from f -Divergences and Their Application to Dimensionality Reduction
  7. Evidence-Weighted Multi-Criteria Decision Support for Subjective Quality Assessment Under Sparse and Unbalanced Information
  8. Comparison of asymmetric and symmetric decision-making bases in generalised grey target decision method for mixed attributes
  9. The First-Order Oracle Complexity of Lipschitz Convex Optimization in Nondual Settings
  10. Convergence Analysis of a Greedy Algorithm for Conditioning Gaussian Random Variables
  11. (Cheap) Stochastic Policy Gradient Converges with High Probability for Linear Quadratic Regulator
  12. On Finite-sample Concentration of Median of Incomplete U-Statistics
  13. When Is Neyman-Orthogonal Inference Feasible? Existence and Relevance
  14. Gradient Descent with Stochastic Subspaces via Persistence of Memory
  15. Inverse Problems Over Probability Measure Space
  16. A Robust Perceptron Cycling Theorem and Applications
  17. Revisiting Distributed Sign-Based Variance Reduction
  18. Minimax optimality for sequential gradient-free minimization of smooth functions and their derivatives
  19. Robust Error Bounds for Vector-Valued Kernel Ridge Regression
  20. Sparse Data Augmentation for Optimization with Provable Guarantees

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L2 Region - - 2026 Sep Q3

Decision Support Optimization

160 papers

Top Topics (10)

Optimization and Control38
Statistics Theory32
Machine Learning17
Machine Learning13
Numerical Analysis5
Methodology5
Multi-Criteria Decision Making4
Statistical Mechanics and Entropy3
Probability3
Stochastic Gradient Optimization Techniques3

Top Publications (20)

1.Analysis of Emerging Engineering Technologies for Sustainable Industrial System Based on Fuzzy Z-Number Linguistic SPC-RS-MAIRCA Models2.Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference3.Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference4.Singular-Subspace Alignment in Norm-Constrained Asymmetric Low-Rank Updates5.Singular-Subspace Alignment in Norm-Constrained Asymmetric Low-Rank Updates6.Entropies and Negentropies from f -Divergences and Their Application to Dimensionality Reduction7.Evidence-Weighted Multi-Criteria Decision Support for Subjective Quality Assessment Under Sparse and Unbalanced Information8.Comparison of asymmetric and symmetric decision-making bases in generalised grey target decision method for mixed attributes9.The First-Order Oracle Complexity of Lipschitz Convex Optimization in Nondual Settings10.Convergence Analysis of a Greedy Algorithm for Conditioning Gaussian Random Variables11.(Cheap) Stochastic Policy Gradient Converges with High Probability for Linear Quadratic Regulator12.On Finite-sample Concentration of Median of Incomplete U-Statistics13.When Is Neyman-Orthogonal Inference Feasible? Existence and Relevance14.Gradient Descent with Stochastic Subspaces via Persistence of Memory15.Inverse Problems Over Probability Measure Space16.A Robust Perceptron Cycling Theorem and Applications17.Revisiting Distributed Sign-Based Variance Reduction18.Minimax optimality for sequential gradient-free minimization of smooth functions and their derivatives19.Robust Error Bounds for Vector-Valued Kernel Ridge Regression20.Sparse Data Augmentation for Optimization with Provable Guarantees

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