PMM-MASEM introduces a gated PMM2/PMM3 density estimator on kNN shell spacings for MASEM, reducing MSE by 22-36% on asymmetric regimes while falling back to MLE on flat Exp(1) spacings and showing mixed results overall.
Analysis of KNN density estimation.arXiv preprint arXiv:2010.00438, 2020
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Variance-Reduced Manifold Sampling via Polynomial-Maximization Density Estimation
PMM-MASEM introduces a gated PMM2/PMM3 density estimator on kNN shell spacings for MASEM, reducing MSE by 22-36% on asymmetric regimes while falling back to MLE on flat Exp(1) spacings and showing mixed results overall.