Concepedia

Nicolas Boumal

NB

32

Publications

2.7K

Citations

23

H-Index

2011

Active since

Affiliations

Princeton University(Current)

Massachusetts Institute of Technology

École Polytechnique Fédérale de Lausanne

California Institute of Technology

Nicolas Boumal is an author at Princeton University specializing in engineering, inverse problems, and convex optimization.

Top concepts

EngineeringInverse ProblemsComputer ScienceConvex OptimizationMathematical ProgrammingData ScienceMachine LearningNumerical AnalysisApproximation TheoryComputational Geometry

Publications per year

2011–2024

32

Publications

32

Manopt, a Matlab toolbox for optimization on manifolds

Nicolas Boumal, Bamdev Mishra, Pierre-Antoine Absil et al. · arXiv (Cornell University) · 2013 · 796 citations · Full text

Numerical Analysis, Mathematical Programming, Engineering +19

Global rates of convergence for nonconvex optimization on manifolds

Nicolas Boumal, P-A Absil, Coralia Cartis · IMA Journal of Numerical Analysis · 2018 · 277 citations · Full text

RTRMC: A Riemannian trust-region method for low-rank matrix completion

Nicolas Boumal, Pierre-Antoine Absil · Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B)) · 2011 · 162 citations

Large Matrices, Machine Learning, Data Science +13

Nonconvex Phase Synchronization

Nicolas Boumal · SIAM Journal on Optimization · 2016 · 157 citations · Full text

Numerical Analysis, Engineering, Convex Relaxation +14

Tightness of the maximum likelihood semidefinite relaxation for angular synchronization

Afonso S. Bandeira, Nicolas Boumal, Amit Singer · Mathematical Programming · 2016 · 134 citations · Full text

Spectral Theory, Engineering, Synchronization Protocol +4

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