Table 2.

Comparison of the SMA with other methods under the homogeneous structure for

Method		Correct_0 (%)	Incorrect_0 (%)		Prediction error
Correlation structure: auto-regressive ()
Raw	49.75	100.0	0.8	0.010	1.006
SMA	49.76	100.0	0.8	0.011	1.006
SMA-Diag	50.31	99.9	0.8	0.013	1.008
SMA-S	50.19	99.9	0.7	0.013	1.007
SMA-I	50.26	99.9	0.7	0.013	1.007
SMA-E	51.29	99.8	0.8	0.015	1.008
aLASSO-U	531.40	49.3	0	0.040	1.021
aLASSO-I	44.25	100.0	11.5	0.311	1.441
HT-U	135.25	91.0	0	0.044	1.022
HT-I	40.65	100.0	18.7	0.496	1.649
Correlation structure: auto-regressive ()
Raw	50.11	99.9	0.7	0.011	1.006
SMA	50.00	100.0	0.8	0.011	1.006
SMA-Diag	52.81	99.7	0.5	0.018	1.010
SMA-S	52.71	99.7	0.5	0.018	1.010
SMA-I	50.21	99.9	0.7	0.013	1.007
SMA-E	51.11	99.8	0.7	0.015	1.008
aLASSO-U	537.20	48.7	0	0.044	1.020
aLASSO-I	44.60	100.0	11.0	0.308	1.415
HT-U	217.60	82.4	0	0.088	1.040
HT-I	40.45	100.0	19.1	0.517	1.767
Correlation structure: compound symmetry ()
Raw	50.00	100.0	0.8	0.012	1.007
SMA	49.97	100.0	0.8	0.012	1.007
SMA-Diag	50.20	99.9	0.8	0.014	1.008
SMA-S	50.17	99.9	0.8	0.014	1.008
SMA-I	50.09	99.9	0.8	0.013	1.007
SMA-E	51.06	99.9	0.5	0.016	1.008
aLASSO-U	531.35	49.3	0	0.042	1.021
aLASSO-I	44.55	100.0	11.0	0.306	1.407
HT-U	143.95	90.1	0	0.048	1.024
HT-I	40.5	100.0	19.0	0.511	1.698
Correlation structure: compound symmetry ()
Raw	49.92	100.0	0.7	0.012	1.006
SMA	49.92	100.0	0.8	0.012	1.006
SMA-Diag	51.80	99.8	0.6	0.018	1.010
SMA-S	51.96	99.8	0.6	0.018	1.010
SMA-I	50.19	99.9	0.8	0.015	1.007
SMA-E	51.68	99.8	0.7	0.017	1.008
aLASSO-U	515.00	51.1	0	0.045	1.020
aLASSO-I	43.60	100.0	12.8	0.369	1.467
HT-U	201.85	84.0	0	0.079	1.037
HT-I	40.0	100.0	20.0	0.565	1.779