Skip to main content
. Author manuscript; available in PMC: 2023 Dec 13.
Published in final edited form as: IEEE Trans Biomed Circuits Syst. 2014 Apr 17;8(2):228–239. doi: 10.1109/TBCAS.2014.2306732

TABLE III.

EMSEs of Different Covariance Estimation Methods for Two Signals with Randomly Varying Covariance (Unit: Decibels)

Methods fc=0.005
SNR = 0 SNR = 5 SNR = 10 SNR = 20
LPR (p=1, h=2) −39.98 −46.13 −51.67 −61.75
LPR (p=1, h=4) −43.31 −49.63 −55.06 −65.09
LPR (p=1, h=8) −46.20 −52.76 −57.98 −67.87
LPR (p=1, h=16) −48.76 −55.53 −59.98 −65.95
LPR (p=1, h=22) −49.99 −54.48 −55.51 −56.20

LPR-ICI (p=0) −49.21 −54.59 −57.61 −63.14
LPR-ICI (p=1) −49.27* −55.08* −58.68* −66.88*
LPR-ICI (p=2) −42.51 −48.44 −53.85 −63.92

LPR w. plug-in (p=1) −49.14 −55.20 −59.49 −67.79
Methods fc=0.01
SNR = 0 SNR = 5 SNR = 10 SNR = 20

LPR (p=1, h=2) −40.41 −46.66 −51.92 −62.10
LPR (p=1, h=4) −43.79 −49.98 −55.28 −65.34
LPR (p=1, h=8) −46.76 −52.83 −57.92 −65.55
LPR (p=1, h=16) −48.87 −53.38 −55.94 −57.32
LPR (p=1, h=22) −46.70 −47.75 −48.08 −48.19

LPR-ICI (p=0) −47.74 −51.67 −55.35 −59.91
LPR-ICI (p=1) −47.89* −52.47* −56.81* −64.36*
LPR-ICI (p=2) −42.94 −48.85 −54.02 −64.07

LPR w. plug-in (p=1) −48.34 −53.60 −58.04 −65.36
Methods fc=0.02
SNR = 0 Methods SNR = 0 Methods

LPR (p=1, h=2) −27.82 −33.86 −39.36 −49.44
LPR (p=1, h=4) −31.17 −37.27 −42.70 −51.81
LPR (p=1, h=8) −33.99 −39.42 −43.19 −45.94
LPR (p=1, h=16) −34.07 −36.10 −36.73 −36.95
LPR (p=1, h=22) −30.77 −31.20 −31.30 −31.32

LPR-ICI (p=0) −32.92 −36.38 −39.41 −43.10
LPR-ICI (p=1) −33.17* −37.10* −40.95 −47.46
LPR-ICI (p=2) −30.10 −35.92 −41.13* −50.75*

LPR w. plug-in (p=1) −33.59 −38.85 −43.55 −51.74
Methods fc=0.005
SNR = 0 SNR = 5 SNR = 10 SNR = 20

LPR (p=1, h=2) −18.75 −24.77 −30.37 −39.45
LPR (p=1, h=4) −21.80 −27.07 −30.69 −33.24
LPR (p=1, h=8) −22.10 −24.19 −24.87 −25.13
LPR (p=1, h=16) −20.97 −21.66 −21.83 −21.90
LPR (p=1, h=22) −20.81 −21.19 −21.27 −21.30

LPR-ICI (p=0) −21.43 −22.87 −24.97 −25.14
LPR-ICI (p=1) −21.54* −23.52 −27.53 −32.04
LPR-ICI (p=2) −20.61 −25.76* −30.32* −34.48*

LPR w. plug-in (p=1) −21.03 −25.93 −30.96 −38.64

The minimum EMSE of LPR over all fixed bandwidths under one certain SNR is marked with.

*

The minimum EMSE of LPR-ICI over all model orders under one certain SMR is marked with.