From: MVDA: a multi-view genomic data integration methodology
Feature | Integration | Algorithm | Error | NMI | Stability | |
---|---|---|---|---|---|---|
Single View | All Feature | - | Ward | 30,08 % | 26 % | 86 % |
- | Kmeans | 30,93 % | 25 % | 51 % | ||
- | Pamk | 30,75 % | 24 % | 94 % | ||
Selected Prototype | - | Ward | 30,72 % | 26 % | 89 % | |
- | Kmeans | 30,36 % | 25 % | 52 % | ||
- | Pamk | 30,78 % | 24 % | 96 % | ||
Multi-View | All Feature | Early Integration | Tw-kmeans | 37,10 % | 24 % | 69 % |
All Feature | Intermediate Integration | SNF | 30,83 % | 22 % | 83 % | |
All Feature in Cluster of Selected Prototype | Intermediate Integration | SNF | 31,31 % | 18 % | 82 % | |
Selected Prototype | Late Integration unsupervised | MF/GLI | 27,47 % | 28 % | 85 % | |
Selected Prototype | Late Integration semi-supervised | MF/GLI | 6,30 % | 63 % | 84 % |