Research Article

Dynamic Nonparametric Random Forest Using Covariance

Table 5

Experimental results for the MNIST dataset.

  RF algorithm C-DRF algorithm P. Latinne et al.’s algorithm [19]

# of Trees 100 115 90
Accuracy 94% 94.35% 94.33%
Memory usage 6542.736 MB 12854.79 MB 8773.15 MB
Learning Time 8664.952 sec 10736.8 sec 7322.52 sec
Test Time 6.91 sec 7.84 sec 6.09 sec