Table 1 Ablation experiments exploring the contribution of 12 losses in different combinations

From: Multi-expert ensemble ECG diagnostic algorithm using mutually exclusive–symbiotic correlation between 254 hierarchical multiple labels

Sigmoid (S)

Symbiotic sigmoid (SS)

Local softmax (LS)

Symbiotic local softmax (SLS)

AUPRC

L

B

I

L

B

I

L

B

I

L

B

I

 

✓

           

0.567

✓

  

✓

        

0.579

✓

     

✓

     

0.580

✓

  

✓

  

✓

  

✓

  

0.587

✓

✓

✓

✓

✓

✓

✓

✓

✓

✓

✓

✓

0.594

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