Table 4 Ablation study results based on voting fusion on the first impressions dataset.

From: A DLF multi-scale quantitative research method for the big five personality traits

 

E

A

C

N

O

Avg

R²

MAE

DWTC

0.8712

± 0.0033

0.8879

± 0.0048

0.8845

± 0.0049

0.8907

± 0.0055

0.8771

± 0.0041

0.8823

± 0.0045

0.8896

± 0.0042

0.1625

± 0.0051

LMSA

0.8872

± 0.0048

0.8914

± 0.0047

0.8908

± 0.0062

0.8865

± 0.0057

0.8886

± 0.0054

0.8889

± 0.0054

0.8895

± 0.0062

0.1672

± 0.0027

SWINT

+LMSA

0.8809

± 0.0057

0.8856

± 0.0041

0.8876

± 0.0061

0.9001

± 0.0059

0.9073

± 0.0047

0.8923

± 0.0053

0.8819

± 0.0063

0.1631

± 0.0053

DWTC

+LMSA

0.8929

± 0.0039

0.9090

± 0.0055

0.9060

± 0.0054

0.9102

± 0.0039

0.8959

± 0.0059

0.9028

± 0.0049

0.8889

± 0.0040

0.1611

± 0.0031

  1. bold values indicate the best effect.