conftrace_

semidefinite optimization

5 papers

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Co-occurring keywords

semidefinite programming (147) global linear convergence (4) low-rank factorization (26) rank constraint (16) method of moment (26) rank-one approximation (3) computer algebra (8) l0 constraint (2) rank-one convexification (1) generalized moment problem (1)

Papers

Rank-one Convexification for Sparse Regression JMLR 2025

Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality JMLR 2022

Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction AISTATS 2018

Certifiably Optimal Low Rank Factor Analysis JMLR 2017

Estimating Mixture Models via Mixtures of Polynomials NIPS 2015