2026
Mixtures Closest To A Given Measure: A Semidefinite Programming Approach
ICML 2026oral
Mixture models, such as Gaussian mixture models (GMMs), are widely used in machine learning to represent complex data distributions. A key challenge, especially in high-dimensional settings, is to determine the mixture order and estimate the mixture parameters. We study the problem of approximating …