Table 4

Simulation results for dataset<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M99','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M99">View MathML</a>
(a) R = 2
uBLU PCA NMF BFRM GB-GMF
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M100','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M100">View MathML</a> 0.01 0.83 0.82 N/A 1.14
0.85 0.80 0.92 1.34 2.30
1.15 N/A N/A 1.36 N/A
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M101','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M101">View MathML</a> 7.75 7.29 7.72 N/A 8.94
7.76 0.47 0.48 12.30 11.86
9.84 N/A N/A 11.05 N/A
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M102','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M102">View MathML</a> 0.59 7.09 7.04 N/A 15.55
7.13 6.71 7.19 8.41 16.43
8.71 N/A N/A 8.54 N/A
GSAD (×10−1) 3.23 2.58 2.59 6.59 15.26
RE (×10−4) 3.11 0.70 0.70 0.47 2.50
Time (s) 1.59×103 0.01 0.70 42.02 0.40×103
(b) R = 3
uBLU PCA NMF BFRM GB-GMF
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M103','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M103">View MathML</a> 0.01 0.15 0.15 1.74 1.20
0.85 1.02 0.76 1.76 2.26
1.15 1.57 1.03 1.55 2.40
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M104','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M104">View MathML</a> 7.75 14.89 2.80 11.40 14.09
7.76 0.11 0.40 12.11 12.33
9.84 0.11 0.30 10.94 12.76
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M105','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M105">View MathML</a> 0.59 2.60 2.47 11.34 15.76
7.13 7.16 6.59 9.45 16.40
8.71 8.80 7.67 9.06 15.66
GSAD (×10−1) 3.23 2.58 1.71 6.88 15.20
RE (×10−4) 3.11 0.27 0.29 0.49 2.44
Time (s) 1.59×103 0.10 1.24 59.72 0.54×103
(c) R = 4
uBLU PCA NMF BFRM GB-GMF
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M106','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M106">View MathML</a> 0.01 0.02 1.43 1.43 1.19
0.85 1.48 5.49 3.92 2.06
1.15 1.68 0.90 1.88 2.33
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M107','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M107">View MathML</a> 7.75 13.78 20.56 16.66 13.15
7.76 4.35 12.36 15.34 11.75
9.84 3.99 2.67 11.25 13.29
<a onClick="popup('http://www.biomedcentral.com/1471-2105/14/99/mathml/M108','MathML',630,470);return false;" target="_blank" href="http://www.biomedcentral.com/1471-2105/14/99/mathml/M108">View MathML</a> 0.59 0.97 10.27 10.24 15.97
7.13 7.93 15.78 16.45 14.92
8.71 8.66 6.93 10.98 15.89
GSAD (×10−1) 3.23 1.17 1.20 5.51 15.98
RE (×10−4) 3.11 0.16 0.16 0.41 2.45
Time (s) 1.59×103 0.13 1.15 67.71 0.69×103

MSEs, GMSEs, SADs, GSADs, REs and computational times between the proposed uBLU algorithm and PCA, NMF, BFRM and GB-GMF methods.

Bazot et al.

Bazot et al. BMC Bioinformatics 2013 14:99   doi:10.1186/1471-2105-14-99

Open Data