Table 5 UQ statistics for the formation energetics of surfaces in a BCC crystal (c.f., Fig. 8)
From: Uncertainty quantification for misspecified machine learned interatomic potentials
Structure | MLE Error | Std | Low Error | High Error |
---|---|---|---|---|
100 | −1.19 × 100 | 1.32 × 102 | −4.06 × 102 | 4.15 × 102 |
110 | 8.88 × 101 | 3.61 × 102 | −2.72 × 102 | 1.19 × 103 |
111 | 1.35 × 102 | 3.02 × 102 | −5.41 × 102 | 9.17 × 102 |
210 | 5.72 × 101 | 2.71 × 102 | −7.48 × 102 | 7.09 × 102 |
211 | 9.14 × 101 | 2.95 × 102 | −1.04 × 103 | 4.14 × 102 |
310 | 1.19 × 102 | 2.74 × 102 | −7.76 × 102 | 6.82 × 102 |
311 | 8.27 × 101 | 2.57 × 102 | −6.92 × 102 | 7.65 × 102 |
320 | 4.45 × 101 | 2.47 × 102 | −6.26 × 102 | 8.31 × 102 |
321 | 7.56 × 101 | 2.43 × 102 | −5.21 × 102 | 9.37 × 102 |
322 | 9.52 × 100 | 2.37 × 102 | −6.39 × 102 | 8.18 × 102 |
332 | 2.93 × 101 | 2.30 × 102 | −6.16 × 102 | 8.41 × 102 |
\({\rm{Mean}}\,\frac{{\rm{Error}}}{{\rm{Std}}}\) | 0.24 | \({\rm{Mean}}\,\frac{{\rm{Error}}}{{\rm{High}}-{\rm{Low}}}\) | 0.045 |