Author

Jun Li

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#machine learning Preprint Sep 2026

Scalable Minimum-Volume Simplex Estimation with Non-asymptotic Analysis

We study the estimation of a $K$-dimensional simplex from $N$ i.i.d.\ points sampled uniformly from its interior; the observations are convex combinations of $K+1$ unknown prototypes. Existing polynomial-time estimators need cubic per-sample work or $O(NK)$ storage and are impractical at $N\sim 10^6$--$10^8$. We propos...

Jun Li, Yan-Long Guo, Zhao-Zhao Zeng · 0 citations