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ENTITY Gradient-embedded video anomaly detection

Gradient-embedded video anomaly detection

PulseAugur coverage of Gradient-embedded video anomaly detection — every cluster mentioning Gradient-embedded video anomaly detection across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_284717 ·

    Gradient EM needs $\sqrt{d}$ separation for Gaussian mixtures in high dimensions

    A new paper explores the necessity of component separation for gradient EM algorithms to learn Gaussian mixture models in high dimensions. The research demonstrates that a separation of order $\Omega(d^{0.5-\epsilon})$ …

  2. TOOL · CL_208307 ·

    Gradient EM algorithm achieves global convergence for over-parameterized Gaussian Mixtures

    Researchers have established a global convergence guarantee for the gradient Expectation-Maximization (EM) algorithm when applied to over-parameterized Gaussian Mixture Models (GMMs). This marks the first such result fo…