Fast Discriminative Stochastic Neighbor Embedding Analysis

Table 1

The maximal recognition rates (%) versus the subspace dimension.

	COIL-20 h = 5	COIL-20 h = 10	USPS h = 14	USPS h = 25	ORL h = 3	ORL h = 5
MSNP	0.8149 (32)	0.9063 (50)	0.7958 (38)	0.8395 (58)	0.7989 (59)	0.8690 (58)
DSNE	0.8325 (36)	0.9130 (54)	0.8093 (50)	0.8522 (42)	0.8357 (42)	0.9150 (39)
FDSNE	0.8396 (52)	0.9277 (54)	0.8150 (58)	0.8489 (59)	0.8279 (58)	0.9160 (39)
FKDSNE1	0.8651 (22)	0.9575  (𝟐𝟎)	0.8409 (26)	0.8848 (26)	0.8550  (𝟐𝟔)	0.9405  (𝟐𝟒)
FKDSNE2	0.8689  (𝟐𝟖)	0.9491 (22)	0.8585  (𝟐𝟐)	0.9021  (𝟐𝟖)	0.8470 (24)	0.9193 (20)