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. Author manuscript; available in PMC: 2015 Sep 29.
Published in final edited form as: Int J Funct Inform Personal Med. 2008 Jan;1(2):111–139. doi: 10.1504/ijfipm.2008.020183

Table 4.

EP/ES Stochastic SVM results with different kernels, and different selection methods using a selected subset of feature variables

SVM
Selection method Kernel fold1 fold2 fold3 fold4 fold5 avgAz
Rank Add 0.818182 0.884058 0.949275 0.94697 0.97009 0.91371
Rank Dot 0.867424 0.884058 0.945652 0.95076 0.98718 0.92701
Rank Mult 0.818182 0.876812 0.952899 0.93939 0.97436 0.91233
Rank Poly 0.814394 0.891304 0.949275 0.95076 0.97009 0.91516
Rank Rbf 0.882576 0.880435 0.949275 0.95076 0.97436 0.92748
Rank s2000 0.867424 0.887681 0.945652 0.95076 0.98291 0.92688
Rank Spline 0.876894 0.873188 0.945652 0.94697 0.98718 0.92598
Rank Tanh 0.867424 0.916667 0.949275 0.95833 0.95727 0.92979
Tourn w/o Repl Add 0.82197 0.876812 0.952899 0.94318 0.97222 0.91342
Tourn w/o Repl Dot 0.867424 0.884058 0.945652 0.95076 0.98718 0.92701
Tourn w/o Repl Mult 0.818182 0.876812 0.952899 0.93939 0.97436 0.91233
Tourn w/o Repl Poly 0.814394 0.891304 0.949275 0.95076 0.97009 0.91516
Tourn w/o Repl Rbf 0.882576 0.880435 0.949275 0.95076 0.97436 0.92748
Tourn w/o Repl s2000 0.867424 0.887681 0.945652 0.95076 0.98291 0.92688
Tourn w/o Repl Spline 0.876894 0.873188 0.945652 0.94697 0.98718 0.92598
Tourn w/o Repl Tanh 0.867424 0.90942 0.949275 0.96591 0.94444 0.9273
Tourn w/Repl Add 0.82197 0.876812 0.952899 0.94318 0.97222 0.91342
Tourn w/Repl Dot 0.867424 0.884058 0.945652 0.95076 0.98718 0.92701
Tourn w/Repl Mult 0.818182 0.871377 0.952899 0.93182 0.97009 0.90887
Tourn w/Repl Poly 0.814394 0.891304 0.949275 0.95076 0.97009 0.91516
Tourn w/Repl Rbf 0.882576 0.880435 0.949275 0.95076 0.97436 0.92748
Tourn w/Repl s2000 0.867424 0.887681 0.945652 0.95076 0.98291 0.92688
Tourn w/Repl Spline 0.876894 0.873188 0.945652 0.94697 0.98718 0.92598
Tourn w/Repl Tanh 0.867424 0.90942 0.949275 0.96591 0.94444 0.9273