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Open access Jul 2026

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

Gaussian mixture models are fundamental statistical tools for modeling heterogeneous data. Due to the nonconcavity of the likelihood function, the Expectation-Maximization (EM) algorithm is widely used for parameter estimation of each Gaussian component. Existing analyses of the EM algorithm’s convergence to the true...

Xin Bing, Dehan Kong, Bingqing Li · 0 citations
Open access Aug 2026

Assessment of 5-year relative survival among patients with cervical, endometrial, and ovarian cancers in Taizhou, Eastern China: a population-based period analysis

Using period analysis, the most up-to-date 5-year RS for CC, EC, and OC in Taizhou, Eastern China is provided, and sustained survival improvements over the past 15 years for these cancers are found, providing epidemiological support for optimizing local gynecological cancer screening, treatment and targeted cancer cont...

Xiaojiao Zhao, Ruijiao Lei, Xin Bing et al. · 0 citations

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