Research Article

Spectral Nonlinearly Embedded Clustering Algorithm

Table 3

Time cost comparison of KM, SC, SEC, KSEC, and ESEC for the in-sample clustering on ten datasets.

DatasetKMSCSECKSECESEC

Iris0.2850.2670.2960.3360.294
Glass0.3190.3330.3040.4920.455
Wine0.4340.3420.2600.3130.300
WPBC0.4710.4750.3940.5990.319
SpectfHeart0.6620.4160.4080.7440.357
USPS0.3169.84010.22826.03110.602
Yale0.6020.7231.2060.9820.571
COIL200.83974.38764.485106.43883.458
Isolet0.7994.4795.4075.1900.893
ORL0.4380.9191.9011.6641.149