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Table 6 Results using different models and encoding (path length 3)

From: Discovering relations between indirectly connected biomedical concepts

Dataset

Model

AUC

 
  

Plain

LDA

may treat

LRpair

0.61

0.73

 

LRpath

0.62

0.71

 

HMMpath

0.48

0.68

has target

LRpair

0.78

0.72

 

LRpath

0.64

0.67

 

HMMpath

0.59

0.60

  1. LR logistic regression, HMM Hidden Markov Model, path - path- based feature encoding; pair - pair-based feature encoding.
  2. With bold, the best AUC values for Plain and LDA are highlighted.