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Table 7 kNN and GP models performance retrieved from Yosipof et al. [41]

From: RANdom SAmple Consensus (RANSAC) algorithm for material-informatics: application to photovoltaic solar cells

Library

Activity

\(Q_{train}^{2}\)

\(Q_{ext}^{2} (R^{2} )\)

\(Q_{ext}^{2}\) \((R^{2} )\) (AD)

\(Q_{ext}^{2} (R^{2} )\)

kNN

GP

kNN

kNN

GP

\(TiO_{2} |Cu_{2} O\) (Ag)

J SC

0.92

0.74

0.92 (0.92)

0.92 (0.92)

0.76 (0.76)

V OC

0.78

0.65

0.89 (0.89)

0.89 (0.89)

0.78 (0.77)

IQE

0.91

0.70

0.87 (0.87)

0.87 (0.87)

0.72 (0.73)

\(TiO_{2} |Cu_{2} O\) (Ag|Cu)

J SC

0.92

0.76

0.89 (0.89)

0.88 (0.89)

0.74 (0.76)

V OC

0.74

0.61

0.56 (0.55)

0.55 (0.54)

0.50 (0.50)

IQE

0.9

0.72

0.91 (0.91)

0.89 (0.89)

0.72 (0.73)