Research Article

Predicting Protein Interactions Using a Deep Learning Method-Stacked Sparse Autoencoder Combined with a Probabilistic Classification Vector Machine

Table 5

Performance comparison of different methods on the human dataset.

ModelAccu (%)Sens (%)Prec (%)MCC (%)

LDA + RF [70]96.4094.20N/A92.80
LDA + RoF [70]95.7097.60N/A91.80
LDA + SVM [70]90.7089.70N/A81.30
AC + RF [70]95.5094.00N/A91.40
AC + RoF [70]95.1093.30N/A91.10
AC + SVM [70]89.3094.00N/A79.20
Proposed method97.7191.8798.1093.59