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Autoregressive Parameter Estimation on Synthetic AR(p) time series

125,000Success CountNN-based AR estimator
703.3632,972.6865,24297,511.32Mar 19, 2026

Evaluation results

MethodLinks
NN-based AR estimatorp (model order)=Total, initialization=Yule-Walker equations2026.03125,0000—
CMLp (model order)=Total, initialization=Yule-Walker equations2026.0356,23168,76955
NN-based AR estimatorp (model order)=1, initialization=Yule-Walker equations2026.0325,0000—
NN-based AR estimatorp (model order)=2, initialization=Yule-Walker equations2026.0325,0000—
NN-based AR estimatorp (model order)=3, initialization=Yule-Walker equations2026.0325,0000—
NN-based AR estimatorp (model order)=4, initialization=Yule-Walker equations2026.0325,0000—
NN-based AR estimatorp (model order)=5, initialization=Yule-Walker equations2026.0325,0000—
CMLp (model order)=1, initialization=Yule-Walker equations2026.0318,7606,24075
CMLp (model order)=2, initialization=Yule-Walker equations2026.0313,84411,15655
CMLp (model order)=3, initialization=Yule-Walker equations2026.039,74515,25539
CMLp (model order)=4, initialization=Yule-Walker equations2026.038,39816,60234
CMLp (model order)=5, initialization=Yule-Walker equations2026.035,48419,51622