Table 1 The educated machine algorithm's performance (run parameters: 7 iterations, p = 0.15, voting between 5 data cubes).

From: Hyperspectral imaging for chemicals identification: a human-inspired machine learning approach

Feature

Material

Voting applied?

Sugar

Silicone

Polystyrene

Total

Probability for detection, %

89 ± 0

98 ± 2

100 ± 0

96 ± 1

Yes

NWIP

13 ± 11

5 ± 3

20 ± 20

39 ± 21

Probability for detection, %

95 ± 5

98 ± 2

100 ± 0

98 ± 2

No

NWIP

50 ± 78

8 ± 5

52 ± 94

110 ± 115

  1. Standard deviations were calculated by repeating the computations for n = 24.