Control and Optimization, Computational Theory and Mathematics, Signal Processing, Computational Mathematics
38
Scholar Citations
3
Scholar h-index
2
Scholar i10-index
RECENT SCHOLAR PUBLICATIONS
Hyperspectral Unmixing Hierarchies JL Garrett, PS Vishnu, P Salmi, D Lupu, NK Singh, I Necoara, ... arXiv preprint arXiv:2604.16969 , 2026 2026.0
A stochastic augumented Lagrangian algorithm for smooth convex optimization: application to MPC with quadratic constraints NK Singh, D Lupu, I Necoara 2025 33rd Mediterranean Conference on Control and Automation (MED), 508-513 , 2025 2025.0
A stochastic perturbed augmented Lagrangian method for smooth convex constrained minimization NK Singh, I Necoara arXiv preprint arXiv:2503.23572 , 2025 2025.0 Citations: 2
A stochastic moving ball approximation method for smooth convex constrained minimization NK Singh, I Necoara Computational Optimization and Applications 89 (3), 659-689 , 2024 2024.0 Citations: 6
Stochastic halfspace approximation method for convex optimization with nonsmooth functional constraints NK Singh, I Necoara IEEE Transactions on Automatic Control 70 (1), 479-486 , 2024 2024.0 Citations: 3
Mini-batch stochastic subgradient for functional constrained optimization NK Singh, I Necoara, V Kungurtsev Optimization 73 (7), 2159-2185 , 2024 2024.0 Citations: 11
Unified analysis of stochastic gradient projection methods for convex optimization with functional constraints NK Singh, I Necoara 2024 European Control Conference (ECC), 3600-3605 , 2024 2024.0 Citations: 1
Accelerating support vector machines for remote platforms by increasing sparsity JL Garrett, NK Singh, TA Johansen, I Necoara 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution … , 2022 2022.0 Citations: 1
Stochastic subgradient for composite optimization with functional constraints I Necoara, NK Singh arXiv preprint arXiv:2204.08204 , 2022 2022.0
Stochastic subgradient for composite convex optimization with functional constraints I Necoara, NK Singh Journal of Machine Learning Research 23 (265), 1-35 , 2022 2022.0 Citations: 14
Time-and Event-Triggered Communication for Multi-Agent Systems—Part II: Digital Implementation and Resilience.................................. KJA Scheres, VS Dolk, MS Chong … NK Singh, I Necoara, Z Wu, X Zhao, J Li, D Lefebvre, CN Hadjicostis, Z Li, ...
MOST CITED SCHOLAR PUBLICATIONS
Stochastic subgradient for composite convex optimization with functional constraints I Necoara, NK Singh Journal of Machine Learning Research 23 (265), 1-35 , 2022 2022.0 Citations: 14
Mini-batch stochastic subgradient for functional constrained optimization NK Singh, I Necoara, V Kungurtsev Optimization 73 (7), 2159-2185 , 2024 2024.0 Citations: 11
A stochastic moving ball approximation method for smooth convex constrained minimization NK Singh, I Necoara Computational Optimization and Applications 89 (3), 659-689 , 2024 2024.0 Citations: 6
Stochastic halfspace approximation method for convex optimization with nonsmooth functional constraints NK Singh, I Necoara IEEE Transactions on Automatic Control 70 (1), 479-486 , 2024 2024.0 Citations: 3
A stochastic perturbed augmented Lagrangian method for smooth convex constrained minimization NK Singh, I Necoara arXiv preprint arXiv:2503.23572 , 2025 2025.0 Citations: 2
Unified analysis of stochastic gradient projection methods for convex optimization with functional constraints NK Singh, I Necoara 2024 European Control Conference (ECC), 3600-3605 , 2024 2024.0 Citations: 1
Accelerating support vector machines for remote platforms by increasing sparsity JL Garrett, NK Singh, TA Johansen, I Necoara 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution … , 2022 2022.0 Citations: 1
Hyperspectral Unmixing Hierarchies JL Garrett, PS Vishnu, P Salmi, D Lupu, NK Singh, I Necoara, ... arXiv preprint arXiv:2604.16969 , 2026 2026.0
A stochastic augumented Lagrangian algorithm for smooth convex optimization: application to MPC with quadratic constraints NK Singh, D Lupu, I Necoara 2025 33rd Mediterranean Conference on Control and Automation (MED), 508-513 , 2025 2025.0
Stochastic subgradient for composite optimization with functional constraints I Necoara, NK Singh arXiv preprint arXiv:2204.08204 , 2022 2022.0
Time-and Event-Triggered Communication for Multi-Agent Systems—Part II: Digital Implementation and Resilience.................................. KJA Scheres, VS Dolk, MS Chong … NK Singh, I Necoara, Z Wu, X Zhao, J Li, D Lefebvre, CN Hadjicostis, Z Li, ...