Skip to Main Content
Table 7:
Training speed in secs, misclassification, area under ROC, and PRC for the KDD Cup 1999 dataset.
AlgorithmSpeedMisClassROCPRC
SVM     
   LibLinear 80.20 25447.3 94.4 6.3 
   LibSVM (RBF, 1%) 90.20 25517.8 94.1 76.9 
   LibSVM (RBF, 10%) 1495.20 25366.1 94.1 13.1 
   SGDT (10 iterations) 211.10 121301 
   SVM-PERF (linear) 4.90 25877.1 93.1 90.3 
   BVM (RBF) 3.20 25451.3 
Boosting     
   AdaBoostM1 13296.42 190103.3 88.4 17.2 
   ParallelAdaBoost 202.30 26170.2 36.2 70.2 
      (9 threads, 10 iterations)     
PSBML     
   PSBML(C4.5) 2913.10 20898.8 95.6 91.2 
AlgorithmSpeedMisClassROCPRC
SVM     
   LibLinear 80.20 25447.3 94.4 6.3 
   LibSVM (RBF, 1%) 90.20 25517.8 94.1 76.9 
   LibSVM (RBF, 10%) 1495.20 25366.1 94.1 13.1 
   SGDT (10 iterations) 211.10 121301 
   SVM-PERF (linear) 4.90 25877.1 93.1 90.3 
   BVM (RBF) 3.20 25451.3 
Boosting     
   AdaBoostM1 13296.42 190103.3 88.4 17.2 
   ParallelAdaBoost 202.30 26170.2 36.2 70.2 
      (9 threads, 10 iterations)     
PSBML     
   PSBML(C4.5) 2913.10 20898.8 95.6 91.2 
Close Modal

or Create an Account

Close Modal
Close Modal