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. 2021 May 19;78(3):1155–1167. doi: 10.1111/biom.13481

TABLE 1.

Hypothesis testing using Bootstrap to compare compositional lasso (CL) with random forests (RF) based on Stability or prediction metric (MSE) using two simulation scenarios (*indicate statistically significant)

Example (N = 100 & P = 1000)(Continuous) Estimated mean difference (CL‐RF) in Stability index with 95% CI Estimated mean difference (CL‐RF) in MSE with 95% CI
Toeplitz 0.5 0.22 (0.19, 0.28)* 0.23 (‐0.62, 1.36)
Block 0.5 0.23 (0.17, 0.29)* 0.44 (‐0.27, 1.57)