Skip to main content

View full-text article in PMC

. Author manuscript; available in PMC: 2008 Oct 7.

Published in final edited form as: IEEE/ACM Trans Comput Biol Bioinform. 2008;5(3):368–384. doi: 10.1109/TCBB.2008.36

TABLE III.

Accuracy of $C^{SVM, φ}$ for each of 10 binary-class datasets following DR for φ ∈ {PCA, LDA, MDS, ISO, LLE, LEM} without feature pruning.

Dataset	Linear			Nonlinear

	PCA	LDA	MDS	ISO	LLE	LEM
(1) ALL-AML Leukemia	66.7	58.3	91.7	91.7	91.7	96.0
(2) Breast Tumor	66.7	66.7	71.4	81.0	76.2	89.2
(3) Colon Cancer	65.4	75.0	78.8	100.0	100.0	96.0
(4) DLBCL-Harvard	64.3	64.3	64.3	81.0	81.0	81.0
(5) Glioma	70.7	69.0	72.4	79.3	82.8	89.2
(6) Lung Cancer	92.0	91.0	91.0	96.0	94.0	97.0
(7) Lung Cancer-Michigan	89.2	89.2	98.5	98.5	100.0	100.0
(8) Ovarian Cancer	63.9	63.9	63.9	64.5	68.6	65.7
(9) Prostate Cancer	87.0	73.9	95.7	95.7	95.7	100.0
(10) Types of DLBCL	59.4	53.1	93.8	94.0	94.0	96.0