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Supervised Data Stream Classification on SEA(50000)

Supervised Data Stream Classification on SEA(50000)

Task 200 Supervised Data Stream Classification SEA(50000) 310 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams 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 SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8665, f_measure: 0.8602, kappa: 0.7061, kb_relative_information_score: 719131.6599, mean_absolute_error: 0.1405, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8611, predictive_accuracy: 0.8597, prior_entropy: 1, recall: 0.8597, relative_absolute_error: 0.2809, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3726, root_relative_squared_error: 0.7453,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8667, f_measure: 0.8604, kappa: 0.7066, kb_relative_information_score: 719765.2012, mean_absolute_error: 0.1401, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8613, predictive_accuracy: 0.86, prior_entropy: 1, recall: 0.86, relative_absolute_error: 0.2803, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3722, root_relative_squared_error: 0.7444,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8829, f_measure: 0.8785, kappa: 0.7424, kb_relative_information_score: 676890.5865, mean_absolute_error: 0.1739, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8785, predictive_accuracy: 0.8791, prior_entropy: 1, recall: 0.8791, relative_absolute_error: 0.3478, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3319, root_relative_squared_error: 0.6639,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8822, f_measure: 0.8784, kappa: 0.7424, kb_relative_information_score: 677139.5564, mean_absolute_error: 0.1738, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8785, predictive_accuracy: 0.879, prior_entropy: 1, recall: 0.879, relative_absolute_error: 0.3475, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3319, root_relative_squared_error: 0.6638,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8808, f_measure: 0.8734, kappa: 0.7317, kb_relative_information_score: 664452.4211, mean_absolute_error: 0.1796, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8734, predictive_accuracy: 0.874, prior_entropy: 1, recall: 0.874, relative_absolute_error: 0.3593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3344, root_relative_squared_error: 0.6688,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8784, f_measure: 0.8602, kappa: 0.7028, kb_relative_information_score: 577605.4323, mean_absolute_error: 0.2306, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8613, predictive_accuracy: 0.8617, prior_entropy: 1, recall: 0.8617, relative_absolute_error: 0.4611, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3374, root_relative_squared_error: 0.6749,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8785, f_measure: 0.8741, kappa: 0.7331, kb_relative_information_score: 708945.2669, mean_absolute_error: 0.1515, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8742, predictive_accuracy: 0.8748, prior_entropy: 1, recall: 0.8748, relative_absolute_error: 0.3031, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3391, root_relative_squared_error: 0.6781,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8765, f_measure: 0.8751, kappa: 0.7349, kb_relative_information_score: 668149.4036, mean_absolute_error: 0.1784, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8757, predictive_accuracy: 0.8761, prior_entropy: 1, recall: 0.8761, relative_absolute_error: 0.3569, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3325, root_relative_squared_error: 0.6649,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5166, f_measure: 0.4676, kappa: -0, kb_relative_information_score: 55752.2224, mean_absolute_error: 0.4789, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3774, predictive_accuracy: 0.6143, prior_entropy: 1, recall: 0.6143, relative_absolute_error: 0.9578, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4871, root_relative_squared_error: 0.9743,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8609, f_measure: 0.8715, kappa: 0.7277, kb_relative_information_score: 744074, mean_absolute_error: 0.128, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8714, predictive_accuracy: 0.872, prior_entropy: 1, recall: 0.872, relative_absolute_error: 0.2559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3577, root_relative_squared_error: 0.7154,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8466, f_measure: 0.8588, kappa: 0.7006, kb_relative_information_score: 719322, mean_absolute_error: 0.1403, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8589, predictive_accuracy: 0.8597, prior_entropy: 1, recall: 0.8597, relative_absolute_error: 0.2807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3746, root_relative_squared_error: 0.7492,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8786, f_measure: 0.865, kappa: 0.7144, kb_relative_information_score: 730158.9396, mean_absolute_error: 0.135, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8649, predictive_accuracy: 0.8654, prior_entropy: 1, recall: 0.8654, relative_absolute_error: 0.27, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3614, root_relative_squared_error: 0.7227,
Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7205, f_measure: 0.6671, kappa: 0.2887, kb_relative_information_score: 261899.5563, mean_absolute_error: 0.3789, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6673, predictive_accuracy: 0.676, prior_entropy: 1, recall: 0.676, relative_absolute_error: 0.7579, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4551, root_relative_squared_error: 0.9103,
Jan van Rijn 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8806, f_measure: 0.8667, kappa: 0.7173, kb_relative_information_score: 591236.7224, mean_absolute_error: 0.2204, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8667, predictive_accuracy: 0.8674, prior_entropy: 1, recall: 0.8674, relative_absolute_error: 0.4409, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3406, root_relative_squared_error: 0.6812,
Joaquin Vanschoren 9 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8782, f_measure: 0.8479, kappa: 0.6764, kb_relative_information_score: 581317.0678, mean_absolute_error: 0.2264, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.849, predictive_accuracy: 0.8496, prior_entropy: 1, recall: 0.8496, relative_absolute_error: 0.4528, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3432, root_relative_squared_error: 0.6864,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8702, f_measure: 0.847, kappa: 0.6746, kb_relative_information_score: 347114.3549, mean_absolute_error: 0.3537, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8482, predictive_accuracy: 0.8488, prior_entropy: 1, recall: 0.8488, relative_absolute_error: 0.7074, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3866, root_relative_squared_error: 0.7732,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8892, f_measure: 0.8852, kappa: 0.7559, kb_relative_information_score: 639297.0928, mean_absolute_error: 0.1997, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8864, predictive_accuracy: 0.8863, prior_entropy: 1, recall: 0.8863, relative_absolute_error: 0.3994, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.315, root_relative_squared_error: 0.63,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8876, f_measure: 0.886, kappa: 0.7578, kb_relative_information_score: 644250.2718, mean_absolute_error: 0.197, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8873, predictive_accuracy: 0.8872, prior_entropy: 1, recall: 0.8872, relative_absolute_error: 0.394, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3141, root_relative_squared_error: 0.6282,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.8764, kappa: 0.7374, kb_relative_information_score: 755238, mean_absolute_error: 0.1224, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8775, predictive_accuracy: 0.8776, prior_entropy: 1, recall: 0.8776, relative_absolute_error: 0.2448, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3498, root_relative_squared_error: 0.6997,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8628, f_measure: 0.8766, kappa: 0.7377, kb_relative_information_score: 755562, mean_absolute_error: 0.1222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8776, predictive_accuracy: 0.8778, prior_entropy: 1, recall: 0.8778, relative_absolute_error: 0.2444, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3496, root_relative_squared_error: 0.6992,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8776, f_measure: 0.8747, kappa: 0.7341, kb_relative_information_score: 672948.1416, mean_absolute_error: 0.1752, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8749, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.3504, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3348, root_relative_squared_error: 0.6696,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8377, f_measure: 0.8549, kappa: 0.691, kb_relative_information_score: 713748, mean_absolute_error: 0.1431, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8569, predictive_accuracy: 0.8569, prior_entropy: 1, recall: 0.8569, relative_absolute_error: 0.2863, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3783, root_relative_squared_error: 0.7566,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.858, f_measure: 0.8723, kappa: 0.7285, kb_relative_information_score: 747092, mean_absolute_error: 0.1265, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8734, predictive_accuracy: 0.8735, prior_entropy: 1, recall: 0.8735, relative_absolute_error: 0.2529, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3556, root_relative_squared_error: 0.7112,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8621, f_measure: 0.8759, kappa: 0.7364, kb_relative_information_score: 754290, mean_absolute_error: 0.1229, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.877, predictive_accuracy: 0.8771, prior_entropy: 1, recall: 0.8771, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3505, root_relative_squared_error: 0.701,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.862, f_measure: 0.8759, kappa: 0.7363, kb_relative_information_score: 754284, mean_absolute_error: 0.1229, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.877, predictive_accuracy: 0.8771, prior_entropy: 1, recall: 0.8771, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3505, root_relative_squared_error: 0.701,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8621, f_measure: 0.876, kappa: 0.7364, kb_relative_information_score: 754318, mean_absolute_error: 0.1228, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.877, predictive_accuracy: 0.8772, prior_entropy: 1, recall: 0.8772, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3505, root_relative_squared_error: 0.701,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8598, f_measure: 0.8738, kappa: 0.7319, kb_relative_information_score: 750132, mean_absolute_error: 0.1249, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8749, predictive_accuracy: 0.8751, prior_entropy: 1, recall: 0.8751, relative_absolute_error: 0.2499, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3535, root_relative_squared_error: 0.7069,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8604, f_measure: 0.8743, kappa: 0.7329, kb_relative_information_score: 751074, mean_absolute_error: 0.1245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8753, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.2489, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3528, root_relative_squared_error: 0.7056,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8839, f_measure: 0.8527, kappa: 0.6868, kb_relative_information_score: 583090.476, mean_absolute_error: 0.2261, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8536, predictive_accuracy: 0.8542, prior_entropy: 1, recall: 0.8542, relative_absolute_error: 0.4523, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3378, root_relative_squared_error: 0.6756,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8603, f_measure: 0.8743, kappa: 0.7328, kb_relative_information_score: 750962, mean_absolute_error: 0.1245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8753, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.249, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3529, root_relative_squared_error: 0.7057,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8526, f_measure: 0.8673, kappa: 0.7179, kb_relative_information_score: 737358, mean_absolute_error: 0.1313, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8684, predictive_accuracy: 0.8687, prior_entropy: 1, recall: 0.8687, relative_absolute_error: 0.2626, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3624, root_relative_squared_error: 0.7248,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.8764, kappa: 0.7374, kb_relative_information_score: 755238, mean_absolute_error: 0.1224, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8775, predictive_accuracy: 0.8776, prior_entropy: 1, recall: 0.8776, relative_absolute_error: 0.2448, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3498, root_relative_squared_error: 0.6997,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8838, f_measure: 0.8528, kappa: 0.687, kb_relative_information_score: 582850.6517, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8537, predictive_accuracy: 0.8543, prior_entropy: 1, recall: 0.8543, relative_absolute_error: 0.4525, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3378, root_relative_squared_error: 0.6757,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.86, f_measure: 0.8743, kappa: 0.7327, kb_relative_information_score: 751078, mean_absolute_error: 0.1245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8754, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.2489, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3528, root_relative_squared_error: 0.7056,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8867, f_measure: 0.8877, kappa: 0.7614, kb_relative_information_score: 647843.9552, mean_absolute_error: 0.1952, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8888, predictive_accuracy: 0.8888, prior_entropy: 1, recall: 0.8888, relative_absolute_error: 0.3903, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3129, root_relative_squared_error: 0.6258,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8618, f_measure: 0.8758, kappa: 0.7361, kb_relative_information_score: 754088, mean_absolute_error: 0.123, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8769, predictive_accuracy: 0.877, prior_entropy: 1, recall: 0.877, relative_absolute_error: 0.2459, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3507, root_relative_squared_error: 0.7013,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8835, f_measure: 0.8526, kappa: 0.6867, kb_relative_information_score: 582892.1599, mean_absolute_error: 0.2262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8541, prior_entropy: 1, recall: 0.8541, relative_absolute_error: 0.4524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3379, root_relative_squared_error: 0.6759,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8604, f_measure: 0.8743, kappa: 0.7329, kb_relative_information_score: 751074, mean_absolute_error: 0.1245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8753, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.2489, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3528, root_relative_squared_error: 0.7056,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8863, f_measure: 0.888, kappa: 0.7621, kb_relative_information_score: 648246.0064, mean_absolute_error: 0.195, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8891, predictive_accuracy: 0.8891, prior_entropy: 1, recall: 0.8891, relative_absolute_error: 0.39, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3125, root_relative_squared_error: 0.625,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8621, f_measure: 0.8759, kappa: 0.7364, kb_relative_information_score: 754290, mean_absolute_error: 0.1229, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.877, predictive_accuracy: 0.8771, prior_entropy: 1, recall: 0.8771, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3505, root_relative_squared_error: 0.701,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8773, f_measure: 0.8832, kappa: 0.7518, kb_relative_information_score: 653399.7748, mean_absolute_error: 0.1891, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.884, predictive_accuracy: 0.8842, prior_entropy: 1, recall: 0.8842, relative_absolute_error: 0.3783, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3245, root_relative_squared_error: 0.6489,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8773, f_measure: 0.8694, kappa: 0.7224, kb_relative_information_score: 593850.175, mean_absolute_error: 0.2217, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8707, predictive_accuracy: 0.8709, prior_entropy: 1, recall: 0.8709, relative_absolute_error: 0.4435, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3363, root_relative_squared_error: 0.6726,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8773, f_measure: 0.8694, kappa: 0.7223, kb_relative_information_score: 593881.4019, mean_absolute_error: 0.2217, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8707, predictive_accuracy: 0.8708, prior_entropy: 1, recall: 0.8708, relative_absolute_error: 0.4434, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3363, root_relative_squared_error: 0.6726,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8831, f_measure: 0.8517, kappa: 0.6845, kb_relative_information_score: 582632.7072, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8527, predictive_accuracy: 0.8532, prior_entropy: 1, recall: 0.8532, relative_absolute_error: 0.4526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3383, root_relative_squared_error: 0.6767,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8831, f_measure: 0.8517, kappa: 0.6845, kb_relative_information_score: 582632.7072, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8527, predictive_accuracy: 0.8532, prior_entropy: 1, recall: 0.8532, relative_absolute_error: 0.4526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3383, root_relative_squared_error: 0.6767,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8769, f_measure: 0.8688, kappa: 0.7212, kb_relative_information_score: 562185.304, mean_absolute_error: 0.2406, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8699, predictive_accuracy: 0.8701, prior_entropy: 1, recall: 0.8701, relative_absolute_error: 0.4811, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3384, root_relative_squared_error: 0.6768,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.868, f_measure: 0.8743, kappa: 0.7328, kb_relative_information_score: 666718.4976, mean_absolute_error: 0.1771, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8754, predictive_accuracy: 0.8755, prior_entropy: 1, recall: 0.8755, relative_absolute_error: 0.3543, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3397, root_relative_squared_error: 0.6794,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8831, f_measure: 0.8517, kappa: 0.6845, kb_relative_information_score: 582631.818, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8527, predictive_accuracy: 0.8532, prior_entropy: 1, recall: 0.8532, relative_absolute_error: 0.4526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3383, root_relative_squared_error: 0.6767,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8838, f_measure: 0.8528, kappa: 0.687, kb_relative_information_score: 582850.6517, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8537, predictive_accuracy: 0.8543, prior_entropy: 1, recall: 0.8543, relative_absolute_error: 0.4525, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3378, root_relative_squared_error: 0.6757,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8831, f_measure: 0.8517, kappa: 0.6845, kb_relative_information_score: 582632.7072, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8527, predictive_accuracy: 0.8532, prior_entropy: 1, recall: 0.8532, relative_absolute_error: 0.4526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3383, root_relative_squared_error: 0.6767,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.877, f_measure: 0.8689, kappa: 0.7214, kb_relative_information_score: 562373.3625, mean_absolute_error: 0.2405, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.87, predictive_accuracy: 0.8703, prior_entropy: 1, recall: 0.8703, relative_absolute_error: 0.481, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3382, root_relative_squared_error: 0.6765,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8835, f_measure: 0.8526, kappa: 0.6867, kb_relative_information_score: 582892.1874, mean_absolute_error: 0.2262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8541, prior_entropy: 1, recall: 0.8541, relative_absolute_error: 0.4524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3379, root_relative_squared_error: 0.6759,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8826, f_measure: 0.852, kappa: 0.6853, kb_relative_information_score: 582861.3788, mean_absolute_error: 0.2262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8528, predictive_accuracy: 0.8535, prior_entropy: 1, recall: 0.8535, relative_absolute_error: 0.4524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3384, root_relative_squared_error: 0.6767,
Alberto Corvo 9 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8837, f_measure: 0.8758, kappa: 0.7359, kb_relative_information_score: 255100.0459, mean_absolute_error: 0.3998, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.877, predictive_accuracy: 0.877, prior_entropy: 1, recall: 0.877, relative_absolute_error: 0.7995, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4094, root_relative_squared_error: 0.8187,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8828, f_measure: 0.8696, kappa: 0.7228, kb_relative_information_score: 585123.3468, mean_absolute_error: 0.2255, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8705, predictive_accuracy: 0.8708, prior_entropy: 1, recall: 0.8708, relative_absolute_error: 0.4509, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3362, root_relative_squared_error: 0.6725,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8766, f_measure: 0.8353, kappa: 0.6484, kb_relative_information_score: 459725.085, mean_absolute_error: 0.2904, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.84, predictive_accuracy: 0.8388, prior_entropy: 1, recall: 0.8388, relative_absolute_error: 0.5807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3665, root_relative_squared_error: 0.7329,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8212, f_measure: 0.8094, kappa: 0.5923, kb_relative_information_score: 628885.4237, mean_absolute_error: 0.1861, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8265, predictive_accuracy: 0.8175, prior_entropy: 1, recall: 0.8175, relative_absolute_error: 0.3723, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4092, root_relative_squared_error: 0.8183,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8806, f_measure: 0.8715, kappa: 0.7266, kb_relative_information_score: 713113.9583, mean_absolute_error: 0.1477, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8732, predictive_accuracy: 0.873, prior_entropy: 1, recall: 0.873, relative_absolute_error: 0.2954, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3392, root_relative_squared_error: 0.6784,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8843, f_measure: 0.8777, kappa: 0.7399, kb_relative_information_score: 548784.078, mean_absolute_error: 0.2462, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8791, predictive_accuracy: 0.879, prior_entropy: 1, recall: 0.879, relative_absolute_error: 0.4924, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3407, root_relative_squared_error: 0.6814,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8691, f_measure: 0.8171, kappa: 0.6089, kb_relative_information_score: 413485.2991, mean_absolute_error: 0.3135, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.831, predictive_accuracy: 0.824, prior_entropy: 1, recall: 0.824, relative_absolute_error: 0.6271, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.38, root_relative_squared_error: 0.7599,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8852, f_measure: 0.8857, kappa: 0.7572, kb_relative_information_score: 542883.2098, mean_absolute_error: 0.2473, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8866, predictive_accuracy: 0.8867, prior_entropy: 1, recall: 0.8867, relative_absolute_error: 0.4945, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3471, root_relative_squared_error: 0.6943,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8835, f_measure: 0.879, kappa: 0.7426, kb_relative_information_score: 613648.0918, mean_absolute_error: 0.2134, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8805, predictive_accuracy: 0.8803, prior_entropy: 1, recall: 0.8803, relative_absolute_error: 0.4268, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3217, root_relative_squared_error: 0.6433,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8849, f_measure: 0.873, kappa: 0.7294, kb_relative_information_score: 473324.3357, mean_absolute_error: 0.2853, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8762, predictive_accuracy: 0.875, prior_entropy: 1, recall: 0.875, relative_absolute_error: 0.5706, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3591, root_relative_squared_error: 0.7181,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.826, f_measure: 0.8461, kappa: 0.6713, kb_relative_information_score: 692522.4507, mean_absolute_error: 0.1549, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.853, predictive_accuracy: 0.8499, prior_entropy: 1, recall: 0.8499, relative_absolute_error: 0.3097, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3851, root_relative_squared_error: 0.7702,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.79, f_measure: 0.7521, kappa: 0.4786, kb_relative_information_score: 456260.1688, mean_absolute_error: 0.277, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7531, predictive_accuracy: 0.7514, prior_entropy: 1, recall: 0.7514, relative_absolute_error: 0.5541, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4417, root_relative_squared_error: 0.8835,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8832, f_measure: 0.8795, kappa: 0.7437, kb_relative_information_score: 618223.858, mean_absolute_error: 0.2102, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8808, predictive_accuracy: 0.8807, prior_entropy: 1, recall: 0.8807, relative_absolute_error: 0.4204, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3228, root_relative_squared_error: 0.6455,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.882, f_measure: 0.8872, kappa: 0.7603, kb_relative_information_score: 769914.1802, mean_absolute_error: 0.1157, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8882, predictive_accuracy: 0.8882, prior_entropy: 1, recall: 0.8882, relative_absolute_error: 0.2314, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3294, root_relative_squared_error: 0.6589,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7726, f_measure: 0.7258, kappa: 0.4158, kb_relative_information_score: 248371.4765, mean_absolute_error: 0.3924, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7255, predictive_accuracy: 0.7298, prior_entropy: 1, recall: 0.7298, relative_absolute_error: 0.7848, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4338, root_relative_squared_error: 0.8675,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6344, f_measure: 0.6572, kappa: 0.2724, kb_relative_information_score: 319616, mean_absolute_error: 0.3402, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6557, predictive_accuracy: 0.6598, prior_entropy: 1, recall: 0.6598, relative_absolute_error: 0.6804, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5833, root_relative_squared_error: 1.1665,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8834, f_measure: 0.8798, kappa: 0.7444, kb_relative_information_score: 620750.6953, mean_absolute_error: 0.2085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8809, predictive_accuracy: 0.881, prior_entropy: 1, recall: 0.881, relative_absolute_error: 0.4171, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3229, root_relative_squared_error: 0.6458,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8678, f_measure: 0.2639, kappa: 0.0175, kb_relative_information_score: 264008.2976, mean_absolute_error: 0.3681, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6281, predictive_accuracy: 0.4038, prior_entropy: 1, recall: 0.4038, relative_absolute_error: 0.7362, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4581, root_relative_squared_error: 0.9162,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.806, f_measure: 0.8245, kappa: 0.6251, kb_relative_information_score: 543174.9955, mean_absolute_error: 0.2456, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8309, predictive_accuracy: 0.8289, prior_entropy: 1, recall: 0.8289, relative_absolute_error: 0.4913, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3791, root_relative_squared_error: 0.7581,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8307, f_measure: 0.8191, kappa: 0.6151, kb_relative_information_score: 468163.8451, mean_absolute_error: 0.2813, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.82, predictive_accuracy: 0.8213, prior_entropy: 1, recall: 0.8213, relative_absolute_error: 0.5625, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3916, root_relative_squared_error: 0.7831,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7102, f_measure: 0.6958, kappa: 0.3752, kb_relative_information_score: 220565.0452, mean_absolute_error: 0.4036, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7091, predictive_accuracy: 0.692, prior_entropy: 1, recall: 0.692, relative_absolute_error: 0.8073, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4498, root_relative_squared_error: 0.8995,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.878, f_measure: 0.8473, kappa: 0.6751, kb_relative_information_score: 580323.8763, mean_absolute_error: 0.2269, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8484, predictive_accuracy: 0.849, prior_entropy: 1, recall: 0.849, relative_absolute_error: 0.4538, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3437, root_relative_squared_error: 0.6874,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7919, f_measure: 0.8256, kappa: 0.6276, kb_relative_information_score: 544382.1879, mean_absolute_error: 0.2452, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8308, predictive_accuracy: 0.8295, prior_entropy: 1, recall: 0.8295, relative_absolute_error: 0.4904, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3816, root_relative_squared_error: 0.7633,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.882, f_measure: 0.8688, kappa: 0.7208, kb_relative_information_score: 340874.7613, mean_absolute_error: 0.3599, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8705, predictive_accuracy: 0.8704, prior_entropy: 1, ram_hours: 0.0001, recall: 0.8704, relative_absolute_error: 0.7198, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3811, root_relative_squared_error: 0.7622, run_cpu_time: 49.07,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: -8.3905, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 26494.66,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: -7.976, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 25534.47,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8665, f_measure: 0.8292, kappa: 0.6366, kb_relative_information_score: 549644.2299, mean_absolute_error: 0.2408, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8301, predictive_accuracy: 0.8312, prior_entropy: 1, ram_hours: 0, recall: 0.8312, relative_absolute_error: 0.4816, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3619, root_relative_squared_error: 0.7238, run_cpu_time: 9.69,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5184, f_measure: 0.4676, kappa: -0, kb_relative_information_score: 76247.0213, mean_absolute_error: 0.4703, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3774, predictive_accuracy: 0.6143, prior_entropy: 1, ram_hours: 0, recall: 0.6143, relative_absolute_error: 0.9405, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4868, root_relative_squared_error: 0.9735, run_cpu_time: 4.47,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8751, f_measure: 0.821, kappa: 0.6173, kb_relative_information_score: 448714.8219, mean_absolute_error: 0.295, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8327, predictive_accuracy: 0.8271, prior_entropy: 1, ram_hours: 0, recall: 0.8271, relative_absolute_error: 0.59, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3718, root_relative_squared_error: 0.7436, run_cpu_time: 6.32,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: 0.0005, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 42.13,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8826, f_measure: 0.852, kappa: 0.6853, kb_relative_information_score: 582729.9667, mean_absolute_error: 0.2263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8529, predictive_accuracy: 0.8535, prior_entropy: 1, ram_hours: 0, recall: 0.8535, relative_absolute_error: 0.4525, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3384, root_relative_squared_error: 0.6768, run_cpu_time: 41.08,
Jan van Rijn 11 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: 0.0126, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 428.69,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8054, f_measure: 0.8239, kappa: 0.624, kb_relative_information_score: 547406.7663, mean_absolute_error: 0.2419, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8296, predictive_accuracy: 0.8281, prior_entropy: 1, ram_hours: 0, recall: 0.8281, relative_absolute_error: 0.4837, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3816, root_relative_squared_error: 0.7632, run_cpu_time: 4.92,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8009, f_measure: 0.826, kappa: 0.628, kb_relative_information_score: 662836, mean_absolute_error: 0.1686, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8356, predictive_accuracy: 0.8313, prior_entropy: 1, ram_hours: 0, recall: 0.8313, relative_absolute_error: 0.3372, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4103, root_relative_squared_error: 0.8206, run_cpu_time: 4.71,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7811, f_measure: 0.7944, kappa: 0.565, kb_relative_information_score: 589796, mean_absolute_error: 0.2051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.794, predictive_accuracy: 0.7949, prior_entropy: 1, ram_hours: 0, recall: 0.7949, relative_absolute_error: 0.4102, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4529, root_relative_squared_error: 0.9058, run_cpu_time: 3.43,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8779, f_measure: 0.8472, kappa: 0.6749, kb_relative_information_score: 580216.2007, mean_absolute_error: 0.2269, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8483, predictive_accuracy: 0.8489, prior_entropy: 1, ram_hours: 0, recall: 0.8489, relative_absolute_error: 0.4539, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3438, root_relative_squared_error: 0.6877, run_cpu_time: 8.18,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8826, f_measure: 0.8821, kappa: 0.7495, kb_relative_information_score: 629911.056, mean_absolute_error: 0.2043, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8829, predictive_accuracy: 0.8831, prior_entropy: 1, ram_hours: 0, recall: 0.8831, relative_absolute_error: 0.4086, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3203, root_relative_squared_error: 0.6406, run_cpu_time: 20.39,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.2147, kb_relative_information_score: -228362, mean_absolute_error: 0.6142, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: 0.0009, recall: 0.3857, relative_absolute_error: 1.2284, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7835, root_relative_squared_error: 1.5671, run_cpu_time: 70.48,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8857, f_measure: 0.8828, kappa: 0.7508, kb_relative_information_score: 625570.1166, mean_absolute_error: 0.2071, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8842, predictive_accuracy: 0.884, prior_entropy: 1, ram_hours: 0, recall: 0.884, relative_absolute_error: 0.4142, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3179, root_relative_squared_error: 0.6358, run_cpu_time: 48.34,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7919, f_measure: 0.8256, kappa: 0.6276, kb_relative_information_score: 544382.1879, mean_absolute_error: 0.2452, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8308, predictive_accuracy: 0.8295, prior_entropy: 1, ram_hours: 0, recall: 0.8295, relative_absolute_error: 0.4904, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3816, root_relative_squared_error: 0.7633, run_cpu_time: 4.78,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: 0, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 3.92,

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 SEA(50000) (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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