weka分类算法精度效率汇总

分析了一下weka各个分类器的情况，数据是一个10万行，每行200维的double向量，结果如下：

right 682 wrong 1 percent 99.853584 % 0.76632506 ms/once total time 52340 ms class weka.classifiers.functions.MultilayerPerceptron error+null

right 682 wrong 1 percent 99.853584 % 0.18320644 ms/once total time 12513 ms class weka.classifiers.lazy.IBk error+null 
right 682 wrong 1 percent 99.853584 % 0.18320644 ms/once total time 12513 ms class weka.classifiers.lazy.IBk error+null 
right 680 wrong 3 percent 99.56076 % 0.38922402 ms/once total time 26584 ms class weka.classifiers.lazy.IB1 error+nu 
right 678 wrong 5 percent 99.26794 % 0.059004392 ms/once total time 4030 ms class weka.classifiers.rules.NNge error+null 
right 676 wrong 7 percent 98.97511 % 3.3619618 ms/once total time 229622 ms class weka.classifiers.lazy.KStar error+null 
right 674 wrong 9 percent 98.68228 % 0.31513909 ms/once total time 21524 ms class weka.classifiers.meta.RotationForest error+null 
right 669 wrong 14 percent 97.95022 % 0.06311859 ms/once total time 4311 ms class weka.classifiers.functions.Logistic error+null 
right 667 wrong 16 percent 97.657394 % 0.001610542 ms/once total time 110 ms class weka.classifiers.trees.SimpleCart error+null 
right 667 wrong 16 percent 97.657394 % 0.06679356 ms/once total time 4562 ms class weka.classifiers.meta.ClassificationViaRegression error+null 
right 667 wrong 16 percent 97.657394 % 0.065387994 ms/once total time 4466 ms class weka.classifiers.meta.MultiClassClassifier error+null 
right 664 wrong 19 percent 97.218155 % 0.001903368 ms/once total time 130 ms class weka.classifiers.trees.BFTree error+null 
right 664 wrong 19 percent 97.218155 % 0.009121522 ms/once total time 623 ms class weka.classifiers.trees.FT error+null 
right 664 wrong 19 percent 97.218155 % 0.12513909 ms/once total time 8547 ms class weka.classifiers.functions.RBFNetwork error+null 
right 663 wrong 20 percent 97.07174 % 0.012869692 ms/once total time 879 ms class weka.classifiers.trees.LMT error+null 
right 661 wrong 22 percent 96.778915 % 0.016691068 ms/once total time 1140 ms class weka.classifiers.meta.nestedDichotomies.ClassBalancedND error+null 
right 661 wrong 22 percent 96.778915 % 0.5310688 ms/once total time 36272 ms class weka.classifiers.trees.NBTree error+null 
right 660 wrong 23 percent 96.63251 % 0.007715959 ms/once total time 527 ms class weka.classifiers.meta.LogitBoost error+null 
right 658 wrong 25 percent 96.339676 % 0.003997072 ms/once total time 273 ms class weka.classifiers.rules.PART error+null 
right 658 wrong 25 percent 96.339676 % 0.004714495 ms/once total time 322 ms class weka.classifiers.trees.J48graft error+null 
right 658 wrong 25 percent 96.339676 % 0.003718887 ms/once total time 254 ms class weka.classifiers.trees.J48 error+null 
right 656 wrong 27 percent 96.04685 % 0.00398243 ms/once total time 272 ms class weka.classifiers.meta.AttributeSelectedClassifier error+null 
right 653 wrong 30 percent 95.60761 % 0.025856515 ms/once total time 1766 ms class weka.classifiers.meta.nestedDichotomies.ND error+null 
right 643 wrong 40 percent 94.143486 % 0.01828697 ms/once total time 1249 ms class weka.classifiers.meta.nestedDichotomies.DataNearBalancedND error+null 
right 643 wrong 40 percent 94.143486 % 0.022957541 ms/once total time 1568 ms class weka.classifiers.rules.DTNB error+null 
right 640 wrong 43 percent 93.70425 % 0.022752563 ms/once total time 1554 ms class weka.classifiers.bayes.NaiveBayes error+null 
right 640 wrong 43 percent 93.70425 % 0.014904832 ms/once total time 1018 ms class weka.classifiers.bayes.NaiveBayesSimple error+null 
right 639 wrong 44 percent 93.55783 % 0.03942899 ms/once total time 2693 ms class weka.classifiers.bayes.BayesNet error+null 
right 637 wrong 46 percent 93.26501 % 0.5383016 ms/once total time 36766 ms class weka.classifiers.meta.OrdinalClassClassifier error+null 
right 637 wrong 46 percent 93.26501 % 0.018096633 ms/once total time 1236 ms class weka.classifiers.meta.OrdinalClassClassifier error+null 
right 630 wrong 53 percent 92.24012 % 0.005197657 ms/once total time 355 ms class weka.classifiers.meta.Bagging error+null 
right 601 wrong 82 percent 87.99414 % 0.040512446 ms/once total time 2767 ms class weka.classifiers.misc.VFI error+null 
right 596 wrong 87 percent 87.26208 % 0.001800878 ms/once total time 123 ms class weka.classifiers.rules.DecisionTable error+null 
right 591 wrong 92 percent 86.530014 % 0.008609078 ms/once total time 588 ms class weka.classifiers.misc.HyperPipes error+null 
right 590 wrong 93 percent 86.3836 % 0.002401171 ms/once total time 164 ms class weka.classifiers.trees.LADTree error+null 
right 411 wrong 272 percent 60.175697 % 1.3638067 ms/once total time 93148 ms class weka.classifiers.lazy.LWL error+null 
right 191 wrong 492 percent 27.96486 % 5.86E-05 ms/once total time 4 ms class weka.classifiers.trees.DecisionStump error+null 
right 191 wrong 492 percent 27.96486 % 8.78E-05 ms/once total time 6 ms class weka.classifiers.meta.AdaBoostM1 error+null 
right 191 wrong 492 percent 27.96486 % 8.78E-05 ms/once total time 6 ms class weka.classifiers.meta.AdaBoostM1 error+null 
right 191 wrong 492 percent 27.96486 % 1.02E-04 ms/once total time 7 ms class weka.classifiers.meta.MultiBoostAB error+null 
right 180 wrong 503 percent 26.354319 % 5.86E-05 ms/once total time 4 ms class weka.classifiers.rules.ConjunctiveRule error+null 
right 140 wrong 543 percent 20.497805 % 0.002489019 ms/once total time 170 ms class weka.classifiers.meta.ClassificationViaClustering error+null 
right 92 wrong 591 percent 13.469985 % 0.001888726 ms/once total time 129 ms class weka.classifiers.meta.Grading error+null 
right 92 wrong 591 percent 13.469985 % 1.02E-04 ms/once total time 7 ms class weka.classifiers.meta.RacedIncrementalLogitBoost error+null 
right 92 wrong 591 percent 13.469985 % 5.71E-04 ms/once total time 39 ms class weka.classifiers.meta.Vote error+null 
right 92 wrong 591 percent 13.469985 % 0 ms/once total time 0 ms class weka.classifiers.rules.ZeroR error+null 
right 92 wrong 591 percent 13.469985 % 1.32E-04 ms/once total time 9 ms class weka.classifiers.meta.CVParameterSelection error+null 
right 92 wrong 591 percent 13.469985 % 0.003045388 ms/once total time 208 ms class weka.classifiers.meta.Grading error+null 
right 92 wrong 591 percent 13.469985 % 2.49E-04 ms/once total time 17 ms class weka.classifiers.meta.MultiScheme error+null 
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549405335 ms class weka.classifiers.mi.MIBoost error+weka.core.UnsupportedAttributeTypeException weka.classifiers.mi.MIBoost Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549405315 ms class weka.classifiers.mi.MIOptimalBall error+weka.core.UnsupportedAttributeTypeException weka.classifiers.mi.MIOptimalBall Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549405293 ms class weka.classifiers.mi.MISVM error+weka.core.UnsupportedAttributeTypeException weka.classifiers.mi.MISVM Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549405271 ms class weka.classifiers.mi.SimpleMI error+weka.core.NoSupportForMissingValuesException weka.classifiers.mi.SimpleMI Cannot handle missing values! 
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549376562 ms class weka.classifiers.trees.ADTree error+weka.core.UnsupportedAttributeTypeException weka.classifiers.trees.ADTree Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549368602 ms class weka.classifiers.trees.Id3 error+weka.core.NoSupportForMissingValuesException weka.classifiers.trees.Id3 Cannot handle missing values! 
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549294624 ms class weka.classifiers.trees.M5P error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.LinearRegression Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549091309 ms class weka.classifiers.bayes.HNB error+weka.core.NoSupportForMissingValuesException weka.classifiers.bayes.HNB Cannot handle missing values! 
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549088655 ms class weka.classifiers.functions.GaussianProcesses error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.GaussianProcesses Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549088630 ms class weka.classifiers.functions.IsotonicRegression error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.IsotonicRegression Cannot handle multi-valued nominal attributes!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -549088577 ms class weka.classifiers.functions.LibLINEAR error+java.lang.Exception liblinear classes not in CLASSPATH! 
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548951804 ms class weka.classifiers.functions.PaceRegression error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.PaceRegression Cannot handle multi-valued nominal attributes!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548951749 ms class weka.classifiers.functions.PLSClassifier error+weka.core.UnsupportedAttributeTypeException weka.filters.supervised.attribute.PLSFilter Cannot handle multi-valued nominal attributes!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548813021 ms class weka.classifiers.functions.SimpleLinearRegression error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.SimpleLinearRegression Cannot handle multi-valued nominal attributes!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548812997 ms class weka.classifiers.functions.SMOreg error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.SMOreg Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548812967 ms class weka.classifiers.functions.SPegasos error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.SPegasos Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548812944 ms class weka.classifiers.functions.VotedPerceptron error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.VotedPerceptron Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548812923 ms class weka.classifiers.functions.Winnow error+weka.core.UnsupportedAttributeTypeException weka.classifiers.functions.Winnow Cannot handle multi-valued nominal class!
right 20 wrong 663 percent 2.9282577 % Infinity ms/once total time -548450867 ms class weka.classifiers.meta.AdditiveRegression error+weka.core.UnsupportedAttributeTypeException weka.classifiers.meta.AdditiveRegression Cannot handle multi-valued nominal class!