Low-Rank and Sparse Matrix Decomposition for Genetic Interaction Data
Table 2
Clustering results.
(a) GO slim as benchmark gene set
# Clusters
Low-rank matrix
Original matrix
JC-index
# Enriched@
JC-index
# Enriched@
200
0.063
190
0.022
46
150
0.070
138
0.032
44
100
0.084
90
0.050
50
50
0.088
30
0.067
24
(b) GO BP FAT as benchmark gene set
# Clusters
Low-rank matrix
Original matrix
JC-index
# Enriched@
JC-index
# Enriched@
200
0.137
183
0.044
47
150
0.147
142
0.058
50
100
0.155
96
0.091
52
50
0.131
34
0.078
26
@: hypergeometric test applied to test the enrichment of gene sets. Significance level: FDR 0.05. # Cluster: the number of clusters to cut off the hierarchical clustering tree. # Enriched: the number of modules predicted by hierarchical clustering enriched in the GO iterms.