UnlabeledPrincipalComponentAnalysis
–Neural Information Processing Systems
Usingalgebraic geometry,weestablish that UPCA is a well-defined algebraic problem in the sense that the only matrices of minimal rank that agree with the given data are row-permutations of the ground-truth matrix, arising as the unique solutions of a polynomial system of equations.
Neural Information Processing Systems
Feb-12-2026, 02:17:55 GMT