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Table 3 Comparison of the results of the proposed algorithm with other approaches reported previously using the same datasets

From: A simple method to combine multiple molecular biomarkers for dichotomous diagnostic classification

Dataset Method Reference Accuracy
OvCa Principal components Lilien et al, 2003 [25] 100
  Wilcoxon test Sorace et al, 2003 [53] 100
  Logical analysis of data Alexe et al, 2004 [35] 100
  Statgram Zhu et al, 2003 [41] 100
  Genetic algorithm Petricoin et al, 2002 [19] 98
  Proposed algorithm Present study 100
LuMe Gene expression ratios Gordon et al, 2002 [18] 99
  Proposed algorithm Present study 100
LLML Self-organizing maps Toronen et al, 1999 [40] 90
  Neural networks Bicciato et al, 2003 [38] 97
  ICED Bijlani et al, 2003 [65] 98
  Support vector machines Furey et al, 2000 [66] 88 – 94
  Proposed algorithm Present study 97
BrCa Correlation van't Veer et al [20] 83
  Proposed algorithm Present study 94