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Difference between our method and standard random forest. Noting that the performance bottleneck (shown in blue) is the biased information gain G(τj, wj, Xl, Yl) calculation based on limited labeled data Xl, Yl in Stage 3, we replace G(.) with our novel graph-embedded Gm(., Xu) which considers unlabeled data Xu (shown in red).
