Table 2 Correct answer rate of feature-combined models with respect to the reference condition.

From: Machine learning-aided analysis for complex local structure of liquid crystal polymers

Number of neighborhood particles

Number of features

Consistency

N = 4

4 (D1, Q1, Q2, Q3)

0.82

N = 5

4 (D2, Q7, Q8, T1)

0.85

N = 6

4 (D3, D4, Q9, Q10)

0.87

N = 8

2 (Q4, Q5)

0.89

N = 12

1 (Q6)

0.92

N = 12

1 (T2)

0.88

N = 12

1 (S1)

0.63

  1. The definitions of the order parameters D1–D4, Q1–Q10, S1, T1 and T2 are shown in the Supporting Information.