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Simon Lacoste-Julien

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Jul 2026

Lloyd's K-Means Clustering Algorithm Is Frank-Wolfe in Disguise

This work establishes a novel connection between Lloyd's algorithm and the Frank-Wolfe (FW) algorithm, a prominent first-order method for projection-free optimization and derives a non-asymptotic convergence rate to a local minimum of the SSE objective.

Michael Pokojovy, J. Jobe, Simon Lacoste-Julien · 0 citations

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