Task
Supervised Data Stream Classification on BNG(mushroom)

Supervised Data Stream Classification on BNG(mushroom)

Task 160 Supervised Data Stream Classification BNG(mushroom) 304 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams streams-full study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9836, kappa: 0.9672, kb_relative_information_score: 967222.9229, mean_absolute_error: 0.0164, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9839, predictive_accuracy: 0.9836, prior_entropy: 1, recall: 0.9836, relative_absolute_error: 0.0328, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1268, root_relative_squared_error: 0.2535,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9744, kappa: 0.9487, kb_relative_information_score: 946161.0466, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9753, predictive_accuracy: 0.9744, prior_entropy: 1, recall: 0.9744, relative_absolute_error: 0.0547, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1532, root_relative_squared_error: 0.3064,
Jan van Rijn 9 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9923, f_measure: 0.9658, kappa: 0.9316, kb_relative_information_score: 799444.5648, mean_absolute_error: 0.1135, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9666, predictive_accuracy: 0.9659, prior_entropy: 1, recall: 0.9659, relative_absolute_error: 0.227, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2004, root_relative_squared_error: 0.4008,
Joaquin Vanschoren 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9957, f_measure: 0.9687, kappa: 0.9373, kb_relative_information_score: 922741.2495, mean_absolute_error: 0.0403, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9688, predictive_accuracy: 0.9687, prior_entropy: 1, recall: 0.9687, relative_absolute_error: 0.0806, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1479, root_relative_squared_error: 0.2957,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9809, kappa: 0.9618, kb_relative_information_score: 845964.2245, mean_absolute_error: 0.0918, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9809, predictive_accuracy: 0.9809, prior_entropy: 1, recall: 0.9809, relative_absolute_error: 0.1836, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1545, root_relative_squared_error: 0.309,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9968, f_measure: 0.974, kappa: 0.948, kb_relative_information_score: 944723.9999, mean_absolute_error: 0.0281, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9748, predictive_accuracy: 0.9741, prior_entropy: 1, recall: 0.9741, relative_absolute_error: 0.0562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1496, root_relative_squared_error: 0.2991,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.996, f_measure: 0.9743, kappa: 0.9486, kb_relative_information_score: 947246.9359, mean_absolute_error: 0.0266, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.975, predictive_accuracy: 0.9744, prior_entropy: 1, recall: 0.9744, relative_absolute_error: 0.0532, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1524, root_relative_squared_error: 0.3049,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.354, kappa: 0, kb_relative_information_score: 4233.2387, mean_absolute_error: 0.4985, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5277, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9969, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5002, root_relative_squared_error: 1.0004,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9735, f_measure: 0.9743, kappa: 0.9484, kb_relative_information_score: 948560, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.975, predictive_accuracy: 0.9743, prior_entropy: 1, recall: 0.9743, relative_absolute_error: 0.0514, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1604, root_relative_squared_error: 0.3207,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9863, f_measure: 0.9865, kappa: 0.9729, kb_relative_information_score: 972926, mean_absolute_error: 0.0135, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9865, predictive_accuracy: 0.9865, prior_entropy: 1, recall: 0.9865, relative_absolute_error: 0.0271, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1163, root_relative_squared_error: 0.2327,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9874, f_measure: 0.9773, kappa: 0.9546, kb_relative_information_score: 950057.0973, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9778, predictive_accuracy: 0.9774, prior_entropy: 1, recall: 0.9774, relative_absolute_error: 0.0512, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1387, root_relative_squared_error: 0.2773,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9955, f_measure: 0.9796, kappa: 0.9592, kb_relative_information_score: 959538.1068, mean_absolute_error: 0.0203, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.98, predictive_accuracy: 0.9797, prior_entropy: 1, recall: 0.9797, relative_absolute_error: 0.0406, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1351, root_relative_squared_error: 0.2703,
Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8955, f_measure: 0.8135, kappa: 0.6289, kb_relative_information_score: 594176.2336, mean_absolute_error: 0.2069, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8282, predictive_accuracy: 0.8161, prior_entropy: 1, recall: 0.8161, relative_absolute_error: 0.4138, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.387, root_relative_squared_error: 0.7741,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.989, kappa: 0.978, kb_relative_information_score: 972581.5269, mean_absolute_error: 0.0146, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0292, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0943, root_relative_squared_error: 0.1886,
Jan van Rijn 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9855, f_measure: 0.9493, kappa: 0.8984, kb_relative_information_score: 878551.175, mean_absolute_error: 0.0632, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9495, predictive_accuracy: 0.9493, prior_entropy: 1, recall: 0.9493, relative_absolute_error: 0.1263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2, root_relative_squared_error: 0.4,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9892, kappa: 0.9784, kb_relative_information_score: 972655.8155, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9892, predictive_accuracy: 0.9892, prior_entropy: 1, recall: 0.9892, relative_absolute_error: 0.0291, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0887, root_relative_squared_error: 0.1773,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9893, kappa: 0.9785, kb_relative_information_score: 972802.6277, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9893, predictive_accuracy: 0.9893, prior_entropy: 1, recall: 0.9893, relative_absolute_error: 0.0289, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0886, root_relative_squared_error: 0.1771,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977948, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977948, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.9747, kappa: 0.9493, kb_relative_information_score: 946488.2995, mean_absolute_error: 0.0272, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9754, predictive_accuracy: 0.9747, prior_entropy: 1, recall: 0.9747, relative_absolute_error: 0.0544, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1544, root_relative_squared_error: 0.3088,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.941, f_measure: 0.9421, kappa: 0.884, kb_relative_information_score: 884474, mean_absolute_error: 0.0578, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.944, predictive_accuracy: 0.9422, prior_entropy: 1, recall: 0.9422, relative_absolute_error: 0.1155, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2403, root_relative_squared_error: 0.4807,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9851, kappa: 0.9702, kb_relative_information_score: 970198, mean_absolute_error: 0.0149, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9851, predictive_accuracy: 0.9851, prior_entropy: 1, recall: 0.9851, relative_absolute_error: 0.0298, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1221, root_relative_squared_error: 0.2441,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977940, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977946, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977948, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9884, kappa: 0.9768, kb_relative_information_score: 976784, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9884, predictive_accuracy: 0.9884, prior_entropy: 1, recall: 0.9884, relative_absolute_error: 0.0232, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1077, root_relative_squared_error: 0.2155,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9884, kappa: 0.9768, kb_relative_information_score: 976804, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9884, predictive_accuracy: 0.9884, prior_entropy: 1, recall: 0.9884, relative_absolute_error: 0.0232, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1077, root_relative_squared_error: 0.2154,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977948, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9884, kappa: 0.9768, kb_relative_information_score: 976816, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9884, predictive_accuracy: 0.9884, prior_entropy: 1, recall: 0.9884, relative_absolute_error: 0.0232, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1077, root_relative_squared_error: 0.2153,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.9825, kappa: 0.9649, kb_relative_information_score: 964980, mean_absolute_error: 0.0175, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9825, predictive_accuracy: 0.9825, prior_entropy: 1, recall: 0.9825, relative_absolute_error: 0.035, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1323, root_relative_squared_error: 0.2647,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9897, kappa: 0.9795, kb_relative_information_score: 971487.3655, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9898, predictive_accuracy: 0.9897, prior_entropy: 1, recall: 0.9897, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0876, root_relative_squared_error: 0.1753,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9897, kappa: 0.9793, kb_relative_information_score: 971408.1583, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9897, predictive_accuracy: 0.9897, prior_entropy: 1, recall: 0.9897, relative_absolute_error: 0.031, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0879, root_relative_squared_error: 0.1758,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9889, kappa: 0.9779, kb_relative_information_score: 977892, mean_absolute_error: 0.0111, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9889, predictive_accuracy: 0.9889, prior_entropy: 1, recall: 0.9889, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1051, root_relative_squared_error: 0.2103,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9897, kappa: 0.9794, kb_relative_information_score: 973116.782, mean_absolute_error: 0.0143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9897, predictive_accuracy: 0.9897, prior_entropy: 1, recall: 0.9897, relative_absolute_error: 0.0286, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0877, root_relative_squared_error: 0.1755,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971468.3252, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0879, root_relative_squared_error: 0.1759,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9884, kappa: 0.9767, kb_relative_information_score: 976746, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9884, predictive_accuracy: 0.9884, prior_entropy: 1, recall: 0.9884, relative_absolute_error: 0.0233, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1078, root_relative_squared_error: 0.2157,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972169.5059, mean_absolute_error: 0.0148, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0295, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0905, root_relative_squared_error: 0.181,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9884, kappa: 0.9768, kb_relative_information_score: 976804, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9884, predictive_accuracy: 0.9884, prior_entropy: 1, recall: 0.9884, relative_absolute_error: 0.0232, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1077, root_relative_squared_error: 0.2154,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 977942, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0221, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.105, root_relative_squared_error: 0.21,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9822, kappa: 0.9644, kb_relative_information_score: 857281.7928, mean_absolute_error: 0.0854, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9824, predictive_accuracy: 0.9822, prior_entropy: 1, recall: 0.9822, relative_absolute_error: 0.1707, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1444, root_relative_squared_error: 0.2887,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9822, kappa: 0.9644, kb_relative_information_score: 857324.1527, mean_absolute_error: 0.0853, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9824, predictive_accuracy: 0.9822, prior_entropy: 1, recall: 0.9822, relative_absolute_error: 0.1707, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1444, root_relative_squared_error: 0.2888,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971408.7886, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0883, root_relative_squared_error: 0.1767,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972711.9712, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.029, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0944, root_relative_squared_error: 0.1888,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971408.7886, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0883, root_relative_squared_error: 0.1767,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9822, kappa: 0.9644, kb_relative_information_score: 857406.3613, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9824, predictive_accuracy: 0.9822, prior_entropy: 1, recall: 0.9822, relative_absolute_error: 0.1705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1446, root_relative_squared_error: 0.2891,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972492.7007, mean_absolute_error: 0.0146, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0293, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0945, root_relative_squared_error: 0.1889,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971408.7886, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0883, root_relative_squared_error: 0.1767,
Jan van Rijn 9 years ago
ran flow moa.BLAST(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972711.9712, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.029, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0944, root_relative_squared_error: 0.1888,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971408.7886, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0883, root_relative_squared_error: 0.1767,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9897, kappa: 0.9793, kb_relative_information_score: 971408.1583, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9897, predictive_accuracy: 0.9897, prior_entropy: 1, recall: 0.9897, relative_absolute_error: 0.031, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0879, root_relative_squared_error: 0.1758,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9896, kappa: 0.9792, kb_relative_information_score: 971468.3252, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9896, predictive_accuracy: 0.9896, prior_entropy: 1, recall: 0.9896, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0879, root_relative_squared_error: 0.1759,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9897, kappa: 0.9795, kb_relative_information_score: 971487.3655, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9898, predictive_accuracy: 0.9897, prior_entropy: 1, recall: 0.9897, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0876, root_relative_squared_error: 0.1753,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9649, kappa: 0.9298, kb_relative_information_score: 911700.1731, mean_absolute_error: 0.0463, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.965, predictive_accuracy: 0.9649, prior_entropy: 1, recall: 0.9649, relative_absolute_error: 0.0926, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1553, root_relative_squared_error: 0.3107,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9895, f_measure: 0.927, kappa: 0.8539, kb_relative_information_score: 852393.0882, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9324, predictive_accuracy: 0.9273, prior_entropy: 1, recall: 0.9273, relative_absolute_error: 0.1482, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.247, root_relative_squared_error: 0.494,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8295, f_measure: 0.8455, kappa: 0.691, kb_relative_information_score: 471773.6827, mean_absolute_error: 0.2862, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8465, predictive_accuracy: 0.8454, prior_entropy: 1, recall: 0.8454, relative_absolute_error: 0.5723, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3865, root_relative_squared_error: 0.773,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9466, f_measure: 0.8896, kappa: 0.7789, kb_relative_information_score: 643617.5258, mean_absolute_error: 0.1954, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8914, predictive_accuracy: 0.8899, prior_entropy: 1, recall: 0.8899, relative_absolute_error: 0.3909, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2919, root_relative_squared_error: 0.5838,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9957, f_measure: 0.9809, kappa: 0.9617, kb_relative_information_score: 948508.9276, mean_absolute_error: 0.0273, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9809, predictive_accuracy: 0.9809, prior_entropy: 1, recall: 0.9809, relative_absolute_error: 0.0546, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1224, root_relative_squared_error: 0.2447,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9831, f_measure: 0.9768, kappa: 0.9536, kb_relative_information_score: 952671.1137, mean_absolute_error: 0.0238, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.977, predictive_accuracy: 0.9768, prior_entropy: 1, recall: 0.9768, relative_absolute_error: 0.0476, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1451, root_relative_squared_error: 0.2901,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9901, f_measure: 0.976, kappa: 0.9519, kb_relative_information_score: 944995.0065, mean_absolute_error: 0.0283, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9761, predictive_accuracy: 0.976, prior_entropy: 1, recall: 0.976, relative_absolute_error: 0.0567, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1408, root_relative_squared_error: 0.2816,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9895, f_measure: 0.927, kappa: 0.854, kb_relative_information_score: 852469.0065, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9325, predictive_accuracy: 0.9274, prior_entropy: 1, recall: 0.9274, relative_absolute_error: 0.1482, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.247, root_relative_squared_error: 0.494,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9971, f_measure: 0.981, kappa: 0.962, kb_relative_information_score: 947145.6368, mean_absolute_error: 0.0282, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.981, predictive_accuracy: 0.981, prior_entropy: 1, recall: 0.981, relative_absolute_error: 0.0564, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1208, root_relative_squared_error: 0.2416,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9126, f_measure: 0.9132, kappa: 0.826, kb_relative_information_score: 826652.5427, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9144, predictive_accuracy: 0.9133, prior_entropy: 1, recall: 0.9133, relative_absolute_error: 0.1733, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2941, root_relative_squared_error: 0.5883,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8774, f_measure: 0.8196, kappa: 0.6386, kb_relative_information_score: 566758.4019, mean_absolute_error: 0.2243, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.82, predictive_accuracy: 0.8198, prior_entropy: 1, recall: 0.8198, relative_absolute_error: 0.4485, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3736, root_relative_squared_error: 0.7471,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9814, kappa: 0.9628, kb_relative_information_score: 947462.6954, mean_absolute_error: 0.0284, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9815, predictive_accuracy: 0.9815, prior_entropy: 1, recall: 0.9815, relative_absolute_error: 0.0568, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1175, root_relative_squared_error: 0.2349,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.9842, kappa: 0.9684, kb_relative_information_score: 960515.0117, mean_absolute_error: 0.021, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9842, predictive_accuracy: 0.9842, prior_entropy: 1, recall: 0.9842, relative_absolute_error: 0.0421, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1075, root_relative_squared_error: 0.2149,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8814, f_measure: 0.8778, kappa: 0.7581, kb_relative_information_score: 630228.4335, mean_absolute_error: 0.202, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8918, predictive_accuracy: 0.8784, prior_entropy: 1, recall: 0.8784, relative_absolute_error: 0.4041, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3185, root_relative_squared_error: 0.637,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9745, f_measure: 0.9749, kappa: 0.9498, kb_relative_information_score: 949849.1957, mean_absolute_error: 0.0251, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9751, predictive_accuracy: 0.9749, prior_entropy: 1, recall: 0.9749, relative_absolute_error: 0.0502, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1583, root_relative_squared_error: 0.3167,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9966, f_measure: 0.9852, kappa: 0.9704, kb_relative_information_score: 958297.6376, mean_absolute_error: 0.0227, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9852, predictive_accuracy: 0.9852, prior_entropy: 1, recall: 0.9852, relative_absolute_error: 0.0455, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1102, root_relative_squared_error: 0.2204,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7153, f_measure: 0.4608, kappa: -0.001, kb_relative_information_score: 271068.1541, mean_absolute_error: 0.3645, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4999, predictive_accuracy: 0.5106, prior_entropy: 1, recall: 0.5106, relative_absolute_error: 0.7289, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5104, root_relative_squared_error: 1.0209,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9804, f_measure: 0.9727, kappa: 0.9454, kb_relative_information_score: 939081.0981, mean_absolute_error: 0.0316, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9728, predictive_accuracy: 0.9727, prior_entropy: 1, recall: 0.9727, relative_absolute_error: 0.0632, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.3118,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8661, f_measure: 0.7855, kappa: 0.5703, kb_relative_information_score: 526332.7631, mean_absolute_error: 0.2417, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7855, predictive_accuracy: 0.7856, prior_entropy: 1, recall: 0.7856, relative_absolute_error: 0.4834, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4019, root_relative_squared_error: 0.8039,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9794, f_measure: 0.9749, kappa: 0.9497, kb_relative_information_score: 916713.3279, mean_absolute_error: 0.0476, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9751, predictive_accuracy: 0.9749, prior_entropy: 1, recall: 0.9749, relative_absolute_error: 0.0952, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1546, root_relative_squared_error: 0.3093,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.989, kappa: 0.978, kb_relative_information_score: 972468.1674, mean_absolute_error: 0.0147, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, recall: 0.989, relative_absolute_error: 0.0293, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0943, root_relative_squared_error: 0.1886,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.9749, kappa: 0.9497, kb_relative_information_score: 930323.1591, mean_absolute_error: 0.0381, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9751, predictive_accuracy: 0.9749, prior_entropy: 1, recall: 0.9749, relative_absolute_error: 0.0763, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1551, root_relative_squared_error: 0.3101,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9895, kappa: 0.979, kb_relative_information_score: 971412.1277, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9895, predictive_accuracy: 0.9895, prior_entropy: 1, ram_hours: 0.0012, recall: 0.9895, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0886, root_relative_squared_error: 0.1772, run_cpu_time: 152.59,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.9749, kappa: 0.9497, kb_relative_information_score: 930323.1591, mean_absolute_error: 0.0381, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9751, predictive_accuracy: 0.9749, prior_entropy: 1, ram_hours: 0, recall: 0.9749, relative_absolute_error: 0.0763, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1551, root_relative_squared_error: 0.3101, run_cpu_time: 6.85,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9883, f_measure: 0.9816, kappa: 0.9631, kb_relative_information_score: 950631.6474, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9816, predictive_accuracy: 0.9816, prior_entropy: 1, ram_hours: 0, recall: 0.9816, relative_absolute_error: 0.0526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1304, root_relative_squared_error: 0.2608, run_cpu_time: 6.8,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36518, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, ram_hours: 0.0027, recall: 0.5183, relative_absolute_error: 0.9635, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6939, root_relative_squared_error: 1.3878, run_cpu_time: 76.2,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, ram_hours: 0, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881, run_cpu_time: 8.58,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9893, f_measure: 0.9294, kappa: 0.8587, kb_relative_information_score: 858668.3769, mean_absolute_error: 0.0709, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9332, predictive_accuracy: 0.9297, prior_entropy: 1, ram_hours: 0, recall: 0.9297, relative_absolute_error: 0.1419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2341, root_relative_squared_error: 0.4682, run_cpu_time: 11.38,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.975, f_measure: 0.9749, kappa: 0.9498, kb_relative_information_score: 949780, mean_absolute_error: 0.0251, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9751, predictive_accuracy: 0.9749, prior_entropy: 1, ram_hours: 0, recall: 0.9749, relative_absolute_error: 0.0502, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1577, root_relative_squared_error: 0.3153, run_cpu_time: 6.08,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.354, kappa: 0, kb_relative_information_score: 1962.8537, mean_absolute_error: 0.4993, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.502, predictive_accuracy: 0.5183, prior_entropy: 1, ram_hours: 0, recall: 0.5183, relative_absolute_error: 0.9986, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4997, root_relative_squared_error: 0.9993, run_cpu_time: 7.22,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8784, f_measure: 0.8785, kappa: 0.7568, kb_relative_information_score: 757074, mean_absolute_error: 0.1215, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8785, predictive_accuracy: 0.8785, prior_entropy: 1, ram_hours: 0, recall: 0.8785, relative_absolute_error: 0.2429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3485, root_relative_squared_error: 0.697, run_cpu_time: 5.97,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.9508, kappa: 0.9014, kb_relative_information_score: 874434.456, mean_absolute_error: 0.0657, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9512, predictive_accuracy: 0.9508, prior_entropy: 1, ram_hours: 0, recall: 0.9508, relative_absolute_error: 0.1315, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1859, root_relative_squared_error: 0.3718, run_cpu_time: 8.39,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.971, f_measure: 0.9706, kappa: 0.9411, kb_relative_information_score: 941134, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9706, predictive_accuracy: 0.9706, prior_entropy: 1, ram_hours: 0, recall: 0.9706, relative_absolute_error: 0.0589, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1708, root_relative_squared_error: 0.3417, run_cpu_time: 9.82,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, ram_hours: 0, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881, run_cpu_time: 6.54,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972504.346, mean_absolute_error: 0.0146, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, ram_hours: 0, recall: 0.989, relative_absolute_error: 0.0293, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0944, root_relative_squared_error: 0.1889, run_cpu_time: 15.32,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.5012, kappa: 0.001, kb_relative_information_score: 2380, mean_absolute_error: 0.4988, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5012, predictive_accuracy: 0.5012, prior_entropy: 1, ram_hours: 0, recall: 0.5012, relative_absolute_error: 0.9976, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7063, root_relative_squared_error: 1.4125, run_cpu_time: 5.91,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9895, kappa: 0.979, kb_relative_information_score: 971412.1277, mean_absolute_error: 0.0154, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9895, predictive_accuracy: 0.9895, prior_entropy: 1, ram_hours: 0.001, recall: 0.9895, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0886, root_relative_squared_error: 0.1772, run_cpu_time: 122.39,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9873, kappa: 0.9747, kb_relative_information_score: 884628.6207, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9873, predictive_accuracy: 0.9873, prior_entropy: 1, ram_hours: 0.0049, recall: 0.9873, relative_absolute_error: 0.1409, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1229, root_relative_squared_error: 0.2457, run_cpu_time: 235.79,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9888, kappa: 0.9776, kb_relative_information_score: 972663.4372, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9888, predictive_accuracy: 0.9888, prior_entropy: 1, ram_hours: 0, recall: 0.9888, relative_absolute_error: 0.0289, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0952, root_relative_squared_error: 0.1903, run_cpu_time: 31.71,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9893, kappa: 0.9785, kb_relative_information_score: 906970.9793, mean_absolute_error: 0.0567, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9893, predictive_accuracy: 0.9893, prior_entropy: 1, ram_hours: 0.0038, recall: 0.9893, relative_absolute_error: 0.1134, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1104, root_relative_squared_error: 0.2208, run_cpu_time: 198.24,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9448, f_measure: 0.8874, kappa: 0.7744, kb_relative_information_score: 667191.3131, mean_absolute_error: 0.1755, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8888, predictive_accuracy: 0.8876, prior_entropy: 1, ram_hours: 0, recall: 0.8876, relative_absolute_error: 0.351, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2912, root_relative_squared_error: 0.5824, run_cpu_time: 40.34,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.964, kappa: 0.928, kb_relative_information_score: 911415.6492, mean_absolute_error: 0.0462, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9641, predictive_accuracy: 0.9641, prior_entropy: 1, ram_hours: 0.0011, recall: 0.9641, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.158, root_relative_squared_error: 0.3159, run_cpu_time: 6595.45,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9892, kappa: 0.9784, kb_relative_information_score: 972643.9624, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9892, predictive_accuracy: 0.9892, prior_entropy: 1, ram_hours: 0.0063, recall: 0.9892, relative_absolute_error: 0.0291, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0888, root_relative_squared_error: 0.1776, run_cpu_time: 265.84,

Metric:

Timeline

Plotting contribution timeline

Leaderboard

Rank Name Top Score Entries Highest rank

Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

Challenge

Given a dataset with a nominal target, various data samples of increasing size are defined. A model is build for each individual data sample; from this a learning curve can be drawn.

Given inputs

estimation_procedure Interleaved Test then Train
source_data BNG(mushroom) (1)
target_feature class

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
predictions The desired output format Predictions (optional)

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