Table 1.
Dataset | (n×p) | Method | Neighborhood radius |
||
---|---|---|---|---|---|
r=2 | r=3 | r=4 | |||
Rat brain | (20185×71) | SA | 17 s | 35 s | 49 s |
SASA | 19 s | 32 s | 49 s | ||
k-means* | 10 s | ||||
Denoising+HDDC* | 17 min | ||||
Denoising+kmeans* | 2 min | ||||
PCA+hierarchical* | 25 s | ||||
Tumor | (27 960×62) | SA | 23 s | 41 s | 62 s |
SASA | 25 s | 39 s | 62 s |
Runtimes on ThinkPad laptop with Intel i5 Core 2.4 GHz; data pre-processing and peak picking are not included; q=20, k=10.
*No neighborhood is exploited.