Research Article

Evaluation of Plaid Models in Biclustering of Gene Expression Data

Table 1

Mean and MSR of numbers of discovered rows and columns of biclusters in matrix 50 20.

ScenarioNum of True Bic Dimensions of True biclusters Num of discovered biclusters (MSR)Num of correct rows (MSR)Num of correct columns (MSR) Num of overlap discovered (MSR)
Noise %Overlap Bic1 Bic2 Bic1 Bic2
(%)

00 (0)21 × 6, 12 × 52.31 (1.09)21.0 (0.00)12.0 (0.00)6 (0.00)5 (0.00)0 (0.00)
06 (10)220 × 6, 12 × 52.29 (0.84)20.0 (0.00)12.0 (0.00)6 (0.00)5 (0.00)6 (0.00)
010 (20)20 × 6, 12 × 52.45 (0.68)20.0 (0.00)22.0 (0.05)6 (0.00)5 (0.00)10 (0.00)

10 (0)21 × 6, 12 × 51.95 (2.27)10.6 (52.08)10.6 (8.09)4.7 (2.16)4.6 (1.08) 0 (0.00)
16 (10)220 × 6, 12 × 52.00 (2.32)11.5 (64.47)10.6 (9.93)4.4 (3.03)4.6 (2.95)0 (0.00)
111 (20)20 × 6, 12 × 51.80 (1.38)18.7 (128.19)10.5 (25.78)4.7 (2.38)4.8 (4.21) 0 (0.00)