Research Article

CUDT: A CUDA Based Decision Tree Algorithm

Table 5

Comparison of SPRINT and CUDT.

Data Sets Spambase Magic04 MiniBooNE

Algorithm SPRINTCUDTSPRINTCUDTSPRINTCUDT
(1) Initiate device 1761.41686.252106.58
(2) Create attribute lists 1719.7137.2757.339.429270.56192.45
(3) Finding split point 56.7558.91275.06191.4011022.461479.01
(4) Split attribute lists 93.0229.0269.8963.232973.29726.78
(5) Building phase (3 + 4) 141.8387.51352.45248.3118120.472349.40
(6) Total time (2 + 3 + 4) 1861.55124.78409.78257.7247391.042541.86