| N = 1000 | N = 500 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Scenario | 1 | 2 | 3 | 4 | 5 | 1 | 2 | 3 | 4 | 5 |
Overweight | ||||||||||
 LASSO | 0.57 (0.47,0.63) | 0.61 (0.54,0.67) | 0.77 (0.73,0.82) | 0.79 (0.73,0.83) | 0.77 (0.72,0.82) | 0.54 (0.43,0.65) | 0.60 (0.48,0.68) | 0.77 (0.69,0.83) | 0.78 (0.71,0.85) | 0.77 (0.68,0.83) |
 Adaptive LASSO | 0.55 (0.47,0.62) | 0.58 (0.50,0.66) | 0.72 (0.60,0.81) | 0.73 (0.57,0.82) | 0.76 (0.70,0.82) | 0.54 (0.43,0.65) | 0.57 (0.47,0.66) | 0.72 (0.57,0.82) | 0.73 (0.55,0.84) | 0.75 (0.66,0.82) |
Elastic Net | 0.56 (0.47,0.63) | 0.60 (0.54,0.67) | 0.77 (0.73,0.82) | 0.79 (0.73,0.83) | 0.77 (0.73,0.82) | 0.55 (0.43,0.65) | 0.59 (0.49,0.68) | 0.76 (0.69,0.83) | 0.78 (0.71,0.85) | 0.77 (0.68,0.83) |
 Iterated LASSO | 0.52 (0.45,0.63) | 0.54 (0.45,0.67) | 0.54 (0.46,0.79) | 0.57 (0.47,0.83) | 0.70 (0.51,0.81) | 0.52 (0.40,0.66) | 0.54 (0.43,0.67) | 0.55 (0.44,0.77) | 0.58 (0.45,0.85) | 0.70 (0.49,0.82) |
 Bootstrap-Enhanced LASSO-75 | 0.55 (0.48,0.62) | 0.58 (0.48,0.65) | 0.76 (0.71,0.82) | 0.77 (0.71,0.82) | 0.84 (0.79,0.88) | 0.53 (0.42,0.65) | 0.56 (0.44,0.66) | 0.74 (0.64,0.82) | 0.75 (0.65,0.83) | 0.82 (0.73,0.88) |
 Weighted Fusion | 0.56 (0.48,0.62) | 0.60 (0.54,0.67) | 0.77 (0.72,0.82) | 0.78 (0.74,0.83) | 0.78 (0.73,0.82) | 0.55 (0.44,0.65) | 0.59 (0.47,0.68) | 0.77 (0.67,0.84) | 0.78 (0.71,0.85) | 0.77 (0.68,0.84) |
Obese | ||||||||||
 LASSO | 0.78 (0.71,0.86) | 0.80 (0.71,0.86) | 0.94 (0.90,0.96) | 0.96 (0.94,0.98) | 0.99 (0.98,1.00) | 0.76 (0.63,0.86) | 0.79 (0.67,0.87) | 0.93 (0.85,0.97) | 0.96 (0.90,0.99) | 0.98 (0.94,0.99) |
 Adaptive LASSO | 0.73 (0.59,0.84) | 0.74 (0.58,0.86) | 0.88 (0.68,0.96) | 0.92 (0.72,0.98) | 0.98 (0.92,0.99) | 0.72 (0.55,0.84) | 0.73 (0.49,0.87) | 0.89 (0.66,0.97) | 0.93 (0.57,0.98) | 0.96 (0.89,0.99) |
 Elastic Net | 0.78 (0.71,0.86) | 0.80 (0.71,0.86) | 0.94 (0.90, 0.96) | 0.96 (0.93,0.98) | 0.99 (0.97,1.00) | 0.76 (0.60,0.86) | 0.79 (0.67,0.87) | 0.93 (0.85,0.97) | 0.96 (0.89,0.99) | 0.98 (0.94,0.99) |
 Iterated LASSO | 0.55 (0.45,0.79) | 0.58 (0.43,0.85) | 0.63 (0.46,0.96) | 0.65 (0.33,0.98) | 0.98 (0.76,1.00) | 0.57 (0.42,0.80) | 0.59 (0.42,0.87) | 0.68 (0.44,0.95) | 0.71 (0.34,0.98) | 0.96 (0.64,0.99) |
 Bootstrap-Enhanced LASSO-75 | 0.76 (0.68, 0.82) | 0.77 (0.68,0.85) | 0.93 (0.88,0.97) | 0.95 (0.91,0.98) | 0.99 (0.82,1.00) | 0.73 (0.57,0.85) | 0.75 (0.62,0.85) | 0.92 (0.83,0.97) | 0.95 (0.88,0.98) | 0.97 (0.79,0.99) |
 Weighted Fusion | 0.78 (0.70,0.86) | 0.80 (0.70,0.86) | 0.94 (0.90, 0.96) | 0.96 (0.64,0.98) | 0.99 (0.97,1.00) | 0.74 (0.60,0.86) | 0.79 (0.66,0.87) | 0.93 (0.86,0.97) | 0.96 (0.88,0.98) | 0.98 (0.96,1.00) |