Task
Supervised Data Stream Classification on BNG(Australian)

Supervised Data Stream Classification on BNG(Australian)

Task 7281 Supervised Data Stream Classification BNG(Australian) 51 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9053, f_measure: 0.8471, kappa: 0.6881, kb_relative_information_score: 590537.6743, mean_absolute_error: 0.2173, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8475, predictive_accuracy: 0.8469, prior_entropy: 1, recall: 0.8469, relative_absolute_error: 0.4346, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.338, root_relative_squared_error: 0.676,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8957, f_measure: 0.831, kappa: 0.6533, kb_relative_information_score: 631053.7345, mean_absolute_error: 0.1887, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8318, predictive_accuracy: 0.832, prior_entropy: 1, recall: 0.832, relative_absolute_error: 0.3773, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.363, root_relative_squared_error: 0.7261,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 996188.6253, mean_absolute_error: 0.0026, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0052, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.006, root_relative_squared_error: 0.0121,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9152, f_measure: 0.8555, kappa: 0.7052, kb_relative_information_score: 605115.3177, mean_absolute_error: 0.2104, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.856, predictive_accuracy: 0.8552, prior_entropy: 1, recall: 0.8552, relative_absolute_error: 0.4208, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3299, root_relative_squared_error: 0.6597,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2555, kb_relative_information_score: -146102, mean_absolute_error: 0.5731, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1823, predictive_accuracy: 0.4269, prior_entropy: 1, recall: 0.4269, relative_absolute_error: 1.1461, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.757, root_relative_squared_error: 1.514,
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(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 675986, mean_absolute_error: 0.162, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.324, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4025, root_relative_squared_error: 0.805,
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(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 675986, mean_absolute_error: 0.162, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.324, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4025, root_relative_squared_error: 0.805,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9143, f_measure: 0.855, kappa: 0.7052, kb_relative_information_score: 564420.5433, mean_absolute_error: 0.2345, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8571, predictive_accuracy: 0.8544, prior_entropy: 1, recall: 0.8544, relative_absolute_error: 0.4689, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3338, root_relative_squared_error: 0.6677,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2555, kb_relative_information_score: -146102, mean_absolute_error: 0.5731, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1823, predictive_accuracy: 0.4269, prior_entropy: 1, recall: 0.4269, relative_absolute_error: 1.1461, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.757, root_relative_squared_error: 1.514,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9233, f_measure: 0.8605, kappa: 0.7156, kb_relative_information_score: 601231.7584, mean_absolute_error: 0.2142, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8612, predictive_accuracy: 0.8602, prior_entropy: 1, recall: 0.8602, relative_absolute_error: 0.4284, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.323, root_relative_squared_error: 0.646,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9179, f_measure: 0.8632, kappa: 0.7203, kb_relative_information_score: 602506.4627, mean_absolute_error: 0.2159, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8631, predictive_accuracy: 0.8632, prior_entropy: 1, recall: 0.8632, relative_absolute_error: 0.4319, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3226, root_relative_squared_error: 0.6452,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8957, f_measure: 0.8311, kappa: 0.6535, kb_relative_information_score: 631202.059, mean_absolute_error: 0.1886, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8319, predictive_accuracy: 0.8321, prior_entropy: 1, recall: 0.8321, relative_absolute_error: 0.3772, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.363, root_relative_squared_error: 0.726,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9218, f_measure: 0.8583, kappa: 0.7116, kb_relative_information_score: 604609.327, mean_absolute_error: 0.2116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8597, predictive_accuracy: 0.8579, prior_entropy: 1, recall: 0.8579, relative_absolute_error: 0.4231, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3251, root_relative_squared_error: 0.6502,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8475, f_measure: 0.8392, kappa: 0.6779, kb_relative_information_score: 517365.8987, mean_absolute_error: 0.2612, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8523, predictive_accuracy: 0.8384, prior_entropy: 1, recall: 0.8384, relative_absolute_error: 0.5225, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.359, root_relative_squared_error: 0.7181,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8471, f_measure: 0.839, kappa: 0.6773, kb_relative_information_score: 676345.6614, mean_absolute_error: 0.1618, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8514, predictive_accuracy: 0.8382, prior_entropy: 1, recall: 0.8382, relative_absolute_error: 0.3237, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4023, root_relative_squared_error: 0.8045,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8534, f_measure: 0.8092, kappa: 0.6109, kb_relative_information_score: 593882.224, mean_absolute_error: 0.2059, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8097, predictive_accuracy: 0.8089, prior_entropy: 1, recall: 0.8089, relative_absolute_error: 0.4117, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.7982,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9192, f_measure: 0.8601, kappa: 0.7139, kb_relative_information_score: 634020.2684, mean_absolute_error: 0.1935, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.86, predictive_accuracy: 0.8602, prior_entropy: 1, recall: 0.8602, relative_absolute_error: 0.3869, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3252, root_relative_squared_error: 0.6503,
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(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8875, f_measure: 0.853, kappa: 0.7025, kb_relative_information_score: 700373.223, mean_absolute_error: 0.1502, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8578, predictive_accuracy: 0.8523, prior_entropy: 1, recall: 0.8523, relative_absolute_error: 0.3004, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3647, root_relative_squared_error: 0.7294,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8469, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 522245.8815, mean_absolute_error: 0.258, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.516, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3596, root_relative_squared_error: 0.7192,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 675296.0764, mean_absolute_error: 0.1624, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.3248, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4024, root_relative_squared_error: 0.8048,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9263, f_measure: 0.864, kappa: 0.7221, kb_relative_information_score: 626978.1918, mean_absolute_error: 0.1999, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.864, predictive_accuracy: 0.864, prior_entropy: 1, recall: 0.864, relative_absolute_error: 0.3999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3193, root_relative_squared_error: 0.6386,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 996193.512, mean_absolute_error: 0.0026, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0052, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.006, root_relative_squared_error: 0.012,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8674, f_measure: 0.8474, kappa: 0.6881, kb_relative_information_score: 562002.0488, mean_absolute_error: 0.2373, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8474, predictive_accuracy: 0.8475, prior_entropy: 1, recall: 0.8475, relative_absolute_error: 0.4746, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3505, root_relative_squared_error: 0.701,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8909, f_measure: 0.8299, kappa: 0.6512, kb_relative_information_score: 635277.5377, mean_absolute_error: 0.1857, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8307, predictive_accuracy: 0.831, prior_entropy: 1, recall: 0.831, relative_absolute_error: 0.3713, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3682, root_relative_squared_error: 0.7364,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8474, f_measure: 0.839, kappa: 0.6775, kb_relative_information_score: 516955.4576, mean_absolute_error: 0.2614, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.8382, prior_entropy: 1, recall: 0.8382, relative_absolute_error: 0.5229, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3592, root_relative_squared_error: 0.7183,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9282, f_measure: 0.8641, kappa: 0.7221, kb_relative_information_score: 622695.6364, mean_absolute_error: 0.202, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8641, predictive_accuracy: 0.8642, prior_entropy: 1, recall: 0.8642, relative_absolute_error: 0.4041, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3184, root_relative_squared_error: 0.6369,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2555, kb_relative_information_score: -146102, mean_absolute_error: 0.5731, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1823, predictive_accuracy: 0.4269, prior_entropy: 1, recall: 0.4269, relative_absolute_error: 1.1461, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.757, root_relative_squared_error: 1.514,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8213, f_measure: 0.8355, kappa: 0.6628, kb_relative_information_score: 587102.1652, mean_absolute_error: 0.2198, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8356, predictive_accuracy: 0.8361, prior_entropy: 1, recall: 0.8361, relative_absolute_error: 0.4395, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3801, root_relative_squared_error: 0.7602,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8477, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 676174, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.3238, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4021, root_relative_squared_error: 0.8041,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2555, kb_relative_information_score: -145914, mean_absolute_error: 0.573, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1823, predictive_accuracy: 0.4269, prior_entropy: 1, recall: 0.4269, relative_absolute_error: 1.1459, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7568, root_relative_squared_error: 1.5135,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7538, f_measure: 0.6548, kappa: 0.3017, kb_relative_information_score: 315768.0889, mean_absolute_error: 0.3482, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.687, predictive_accuracy: 0.6773, prior_entropy: 1, recall: 0.6773, relative_absolute_error: 0.6964, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4799, root_relative_squared_error: 0.9598,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8477, f_measure: 0.8388, kappa: 0.6772, kb_relative_information_score: 676174, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.852, predictive_accuracy: 0.838, prior_entropy: 1, recall: 0.838, relative_absolute_error: 0.3238, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4021, root_relative_squared_error: 0.8041,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8824, f_measure: 0.8452, kappa: 0.6821, kb_relative_information_score: 563318.0793, mean_absolute_error: 0.237, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8481, predictive_accuracy: 0.8468, prior_entropy: 1, recall: 0.8468, relative_absolute_error: 0.4739, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3476, root_relative_squared_error: 0.6951,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8213, f_measure: 0.8355, kappa: 0.6628, kb_relative_information_score: 587102.1652, mean_absolute_error: 0.2198, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8356, predictive_accuracy: 0.8361, prior_entropy: 1, recall: 0.8361, relative_absolute_error: 0.4395, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3801, root_relative_squared_error: 0.7602,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.845, f_measure: 0.8409, kappa: 0.6786, kb_relative_information_score: 680146, mean_absolute_error: 0.1599, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.847, predictive_accuracy: 0.8401, prior_entropy: 1, recall: 0.8401, relative_absolute_error: 0.3199, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3999, root_relative_squared_error: 0.7998,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.4175, kappa: -0, kb_relative_information_score: 28993.4525, mean_absolute_error: 0.4892, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4707, predictive_accuracy: 0.5731, prior_entropy: 1, recall: 0.5731, relative_absolute_error: 0.9785, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4946, root_relative_squared_error: 0.9893,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.5101, kappa: -0.0012, kb_relative_information_score: 20176, mean_absolute_error: 0.4899, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5101, predictive_accuracy: 0.5101, prior_entropy: 1, recall: 0.5101, relative_absolute_error: 0.9798, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6999, root_relative_squared_error: 1.3999,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9029, f_measure: 0.844, kappa: 0.6814, kb_relative_information_score: 566890.2261, mean_absolute_error: 0.2315, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8441, predictive_accuracy: 0.8438, prior_entropy: 1, recall: 0.8438, relative_absolute_error: 0.463, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3444, root_relative_squared_error: 0.6888,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9207, f_measure: 0.8627, kappa: 0.7192, kb_relative_information_score: 625379.0434, mean_absolute_error: 0.1999, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8627, predictive_accuracy: 0.8629, prior_entropy: 1, recall: 0.8629, relative_absolute_error: 0.3999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3238, root_relative_squared_error: 0.6475,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2555, kb_relative_information_score: -146102, mean_absolute_error: 0.5731, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1823, predictive_accuracy: 0.4269, prior_entropy: 1, recall: 0.4269, relative_absolute_error: 1.1461, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.757, root_relative_squared_error: 1.514,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9232, f_measure: 0.8629, kappa: 0.7197, kb_relative_information_score: 624093.0247, mean_absolute_error: 0.2008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8629, predictive_accuracy: 0.863, prior_entropy: 1, recall: 0.863, relative_absolute_error: 0.4016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3223, root_relative_squared_error: 0.6446,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8968, f_measure: 0.8274, kappa: 0.6468, kb_relative_information_score: 441194.2048, mean_absolute_error: 0.3004, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8273, predictive_accuracy: 0.8276, prior_entropy: 1, recall: 0.8276, relative_absolute_error: 0.6007, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3628, root_relative_squared_error: 0.7256,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9246, f_measure: 0.8545, kappa: 0.7024, kb_relative_information_score: 373042.7569, mean_absolute_error: 0.3393, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8544, predictive_accuracy: 0.8546, prior_entropy: 1, recall: 0.8546, relative_absolute_error: 0.6787, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3701, root_relative_squared_error: 0.7402,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9316, f_measure: 0.8658, kappa: 0.7256, kb_relative_information_score: 625965.6896, mean_absolute_error: 0.2007, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8657, predictive_accuracy: 0.8659, prior_entropy: 1, recall: 0.8659, relative_absolute_error: 0.4013, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3152, root_relative_squared_error: 0.6304,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9317, f_measure: 0.8659, kappa: 0.7259, kb_relative_information_score: 626599.4865, mean_absolute_error: 0.2003, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8659, predictive_accuracy: 0.866, prior_entropy: 1, recall: 0.866, relative_absolute_error: 0.4006, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3151, root_relative_squared_error: 0.6302,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9346, f_measure: 0.8687, kappa: 0.7315, kb_relative_information_score: 638647.7111, mean_absolute_error: 0.1936, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8686, predictive_accuracy: 0.8688, prior_entropy: 1, recall: 0.8688, relative_absolute_error: 0.3872, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3121, root_relative_squared_error: 0.6243,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8994, f_measure: 0.8445, kappa: 0.6833, kb_relative_information_score: 588241.0731, mean_absolute_error: 0.2173, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8457, predictive_accuracy: 0.844, prior_entropy: 1, recall: 0.844, relative_absolute_error: 0.4345, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3444, root_relative_squared_error: 0.6888,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8991, f_measure: 0.8445, kappa: 0.6837, kb_relative_information_score: 588211.1075, mean_absolute_error: 0.2173, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8461, predictive_accuracy: 0.8441, prior_entropy: 1, recall: 0.8441, relative_absolute_error: 0.4345, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3445, root_relative_squared_error: 0.689,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9232, f_measure: 0.8629, kappa: 0.7197, kb_relative_information_score: 624093.0247, mean_absolute_error: 0.2008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8629, predictive_accuracy: 0.863, prior_entropy: 1, recall: 0.863, relative_absolute_error: 0.4016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3223, root_relative_squared_error: 0.6446,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.847, f_measure: 0.839, kappa: 0.6773, kb_relative_information_score: 676338, mean_absolute_error: 0.1618, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8514, predictive_accuracy: 0.8382, prior_entropy: 1, recall: 0.8382, relative_absolute_error: 0.3237, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4023, root_relative_squared_error: 0.8046,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(Australian)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8957, f_measure: 0.8311, kappa: 0.6535, kb_relative_information_score: 631254.5338, mean_absolute_error: 0.1885, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8319, predictive_accuracy: 0.8321, prior_entropy: 1, recall: 0.8321, relative_absolute_error: 0.3771, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.363, root_relative_squared_error: 0.7259,

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(Australian) (1)
target_feature Y

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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