Research Article
Applying Randomness Effectively Based on Random Forests for Classification Task of Datasets of Insufficient Information
Procedure: | Begin | Check if the grid search could be effective by generating trial random forests; | /* : the number of conditional attributes */ | R := the double of the first integer less than log2 + 1; | I = 100; F = 1000; D = 25; | Do | For t = I to F by increasing D | /* Generate random forests of t trees in which R attributes are picked | randomly to split each node */ | Generate Random_forests (R, t); | End For; | R := the first integer larger than R/2; | Until R = 1; | End. |
|