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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Bingqing Li

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Open access Jul 2026

Convergence and Optimality of the EM Algorithm Under Multi-Component Gaussian Mixture Models

Two novel analytical approaches are developed, each tailored to a different separation regime, reflecting two complementary perspectives on the use of EM: parameter estimation and clustering, which allow the number of Gaussian components, the minimum mixing weight, the component separation, and the dimension to grow wi...

Xin Bing, Dehan Kong, Bing-Qing Li · 0 citations

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