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Table 3 Classification of Immune diseases versus neurological disorders

From: Mimvec: a deep learning approach for analyzing the human phenome

  AUC (%) ACC (%) BER (%)
  LR RF SVM LR RF SVM LR RF SVM
Mimvec (50) 77.94 83.49 82.99 86.77 86.45 88.06 25.27 38.56 28.88
Mimvec (100) 80.63 78.2 85.62 81.94 85.16 86.13 32.49 44.57 29.14
Mimvec (150) 71.98 72.81 80.67 74.52 84.19 85.16 38.61 46.89 30.59
Mimvec (200) 76.11 78.89 85.83 74.84 84.19 89.03 33.18 48.63 24.81
Mimvec (250) 65.73 76.63 84.6 68.39 84.52 87.42 41.35 47.57 28.38
Mimvec (300) 61.14 72.83 84.08 61.14 72.83 84.08 46.94 46.51 28.08
  1. Diseases of different mechanisms can be well distinguished by the vector representation of the records
  2. Bold numbers highlight performance achieved at the default setting (100 dimensions)