Integrated Prediction Framework for Clinical Scores of Cognitive Functions in ESRD Patients

Table 4

Prediction accuracies of comparable frameworks.

Prediction framework	The test group	RMSE	MAE	MAPE
GPSV	1	3.5064	2.3835	0.1364
GPSV	2	3.482	3.0951	0.1454
GPSV	3	3.2648	2.8499	0.1267
GPSV	4	3.6154	3.1792	0.1542
GPSV	5	2.5508	2.2965	0.1109
GPSV	6	2.2724	1.7919	0.079
GPSV	7	4.115	3.6825	0.1788
GPSV	8	2.8204	2.659	0.1277
GPSV	9	5.7247	4.0523	0.1999
GPSV	10	3.0707	2.7852	0.1334
Average		3.4423	2.8775	0.1392
GPLSV	1	5.2634	4.197	0.2149
GPLSV	2	4.6628	3.1899	0.1305
GPLSV	3	3.4819	2.8121	0.1491
GPLSV	4	3.1611	2.7837	0.1385
GPLSV	5	2.1046	1.8884	0.0898
GPLSV	6	2.162	2.1246	0.0994
GPLSV	7	3.3545	3.0199	0.1524
GPLSV	8	3.9891	3.725	0.18
GPLSV	9	2.2805	1.7733	0.0812
GPLSV	10	2.8879	2.4838	0.1214
Average		3.3348	2.7998	0.1357
GPWLSV	1	4.2408	3.4782	0.1695
GPWLSV	2	3.3293	2.8178	0.124
GPWLSV	3	3.0657	2.4178	0.1188
GPWLSV	4	3.3027	2.9839	0.1466
GPWLSV	5	1.3125	1.1388	0.0529
GPWLSV	6	1.9272	1.4114	0.0618
GPWLSV	7	2.9412	2.7196	0.1311
GPWLSV	8	2.7899	2.6865	0.1284
GPWLSV	9	2.6758	2.3282	0.1092
GPWLSV	10	3.0313	2.8014	0.1335
Average		2.8616	2.4784	0.1176
GPLWLSV	1	3.9132	3.1026	0.1561
GPLWLSV	2	3.2506	2.8334	0.1258
GPLWLSV	3	2.7307	2.4334	0.1075
GPLWLSV	4	2.9976	2.3738	0.1216
GPLWLSV	5	1.2192	1.1111	0.053
GPLWLSV	6	0.718	0.6497	0.0313
GPLWLSV	7	2.5167	2.1156	0.1036
GPLWLSV	8	2.0709	1.9636	0.0914
GPLWLSV	9	2.1757	1.9467	0.0916
GPLWLSV	10	2.4163	2.0302	0.1007
Average		2.4009	2.056	0.0983