An Ensemble of Neural Classifiers and Constructivist Algorithms in the Identification of Agricultural Suitability Complexes of Soils on the Basis of Physiographic Information

Table 5

Percent effectiveness of the identification of complexes of agricultural suitability of soils of validation set V-1 by selected classifiers forming level 1. IncNet, FSM composed of 25 units in the hidden layer, and FSM composed of 31 units in the hidden layer. VPerf: correctness of identification of complexes, VErr: complexes incorrectly included in the class.

Level 1	IncNet		FSM(25)		FSM(31)
Designation	VPerf	VErr	VPerf	VErr	VPerf	VErr
K-2	100.0		100.0		100.0
K-3	87.2	K-2, K-4	100.0		100.0
K-4	100.0		100.0		100.0
K-5	100.0		99.9	K-7	100.0
K-6	100.0		99.9	K-7	100.0
K-7	98.4	K-8	100.0		100.0
K-8	93.3	K-7, K-9	100.0		100.0
K-9	98.5	K-8	93.9	K-7, Z-2	100.0
Z-1	0.0	Z-2	0.0	Z-2	100.0
Z-2	100.0		100.0		99.9	Z-1
Z-3	100.0		94.2	Z-2	100.0