Table 4. Performance across variations in sample size.
Sample size | Method | MAD | NOTFront | PU20% | PO20% | rs |
---|---|---|---|---|---|---|
n = 20 | DEA | 0.241 | 36.4% | 0.0% | 80.0% | 0.747 |
rDEA | 0.123 | 7.5% | 27.5% | 33.0% | 0.782 | |
rSDF-CD | 0.149 | 0.0% | 27.9% | 40.3% | 0.656 | |
ENS | 0.102 | 0.0% | 20.7% | 34.7% | 0.793 | |
n = 100 | DEA | 0.105 | 16.4% | 0.0% | 55.4% | 0.837 |
rDEA | 0.039 | 3.3% | 6.1% | 13.8% | 0.936 | |
rSDF-CD | 0.111 | 0.0% | 49.3% | 13.3% | 0.748 | |
ENS | 0.059 | 0.0% | 26.4% | 9.1% | 0.921 | |
n = 200 | DEA | 0.068 | 11.8% | 0.0% | 42.6% | 0.863 |
rDEA | 0.025 | 2.7% | 1.5% | 7.2% | 0.955 | |
rSDF-CD | 0.106 | 0.0% | 50.2% | 10.5% | 0.762 | |
ENS | 0.055 | 0.0% | 25.8% | 6.3% | 0.936 | |
n = 1,000 | DEA | 0.017 | 5.8% | 0.0% | 20.5% | 0.907 |
rDEA | 0.007 | 2.6% | 0.0% | 2.8% | 0.963 | |
rSDF-CD | 0.099 | 0.0% | 47.2% | 10.2% | 0.774 | |
ENS | 0.051 | 0.0% | 23.7% | 5.5% | 0.938 |
Note: Numbers in bold highlight the best outcome for each performance indicator across the alternative approaches. MAD: median absolute deviation, NOTFront: percentage of misclassified DMUs, PU20%: percentage of underestimation, PO20%: percentage of overestimation, rs: Spearman’s rank correlation.