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ResearchFormerly WizWand

Parameter Estimation on Synthetic p=q=500, M=10, High noise

0.08MSE_WSLM-Manifold
0.07880.08690.0950.1031May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SLM-ManifoldDimension p=500, Dimension q=500, Latent variables M=10, Rank r=5, Sample size N=2000, Noise level=High, Evaluation protocol=5-fold outer CV2026.050.080.068.1711.117.22
BCD-SLMDimension p=500, Dimension q=500, Latent variables M=10, Rank r=5, Sample size N=2000, Noise level=High, Evaluation protocol=5-fold outer CV2026.050.080.068.0911.117.19
EMDimension p=500, Dimension q=500, Latent variables M=10, Rank r=5, Sample size N=2000, Noise level=High, Evaluation protocol=5-fold outer CV2026.050.080.0711.8111.015.31
ECMDimension p=500, Dimension q=500, Latent variables M=10, Rank r=5, Sample size N=2000, Noise level=High, Evaluation protocol=5-fold outer CV2026.050.080.0610.559.335.16
SLM-InteriorDimension p=500, Dimension q=500, Latent variables M=10, Rank r=5, Sample size N=2000, Noise level=High, Evaluation protocol=5-fold outer CV2026.050.110.15.939.8717.8