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) |