Research Article

Applying Cost-Sensitive Extreme Learning Machine and Dissimilarity Integration to Gene Expression Data Classification

Table 2

Running time comparison between ELM, D-ELM, CS-D-ELM, and rejection cost embedded CS-D-ELM.

DatasetAverage running time for different algorithms (recorded in sec.)
ELMD-ELMCS-D-ELMRejection cost embedded CS-D-ELM

Diabetes0.43121.45361.53301.5470
Heart0.66701.85791.93531.9455
Colon0.51831.67431.74581.7561
Mushroom0.72141.86541.95831.9836
Protein0.75512.08362.13492.2655
Leukemia1.23193.95934.03464.1692