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Supervised Data Stream Classification on BNG(letter)

Supervised Data Stream Classification on BNG(letter)

Task 2130 Supervised Data Stream Classification BNG(letter) 295 runs submitted
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  • ecmlpkdd2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8645, f_measure: 0.384, kappa: 0.3743, kb_relative_information_score: 404958.1586, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3866, predictive_accuracy: 0.3984, prior_entropy: 4.7004, recall: 0.3984, relative_absolute_error: 0.8116, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.8918,
Jan van Rijn 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8154, f_measure: 0.3844, kappa: 0.3569, kb_relative_information_score: 437605.9829, mean_absolute_error: 0.0581, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4128, predictive_accuracy: 0.3817, prior_entropy: 4.7004, recall: 0.3817, relative_absolute_error: 0.786, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1727, root_relative_squared_error: 0.8983,
Joaquin Vanschoren 9 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9161, f_measure: 0.519, kappa: 0.502, kb_relative_information_score: 560525.0601, mean_absolute_error: 0.0446, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5208, predictive_accuracy: 0.5212, prior_entropy: 4.7004, recall: 0.5212, relative_absolute_error: 0.6031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1552, root_relative_squared_error: 0.807,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9306, f_measure: 0.5245, kappa: 0.51, kb_relative_information_score: 550572.2286, mean_absolute_error: 0.0491, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5295, predictive_accuracy: 0.5289, prior_entropy: 4.7004, recall: 0.5289, relative_absolute_error: 0.6641, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.154, root_relative_squared_error: 0.8006,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8754, f_measure: 0.4127, kappa: 0.3974, kb_relative_information_score: 466834.6796, mean_absolute_error: 0.0532, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4155, predictive_accuracy: 0.4206, prior_entropy: 4.7004, recall: 0.4206, relative_absolute_error: 0.7199, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1684, root_relative_squared_error: 0.8757,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7485, f_measure: 0.5148, kappa: 0.4969, kb_relative_information_score: 510456.0042, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7484, f_measure: 0.5146, kappa: 0.4968, kb_relative_information_score: 510310.2707, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5166, predictive_accuracy: 0.5161, prior_entropy: 4.7004, recall: 0.5161, relative_absolute_error: 0.5032, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0032,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.724, f_measure: 0.4654, kappa: 0.448, kb_relative_information_score: 462908.4385, mean_absolute_error: 0.0408, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4693, predictive_accuracy: 0.4693, prior_entropy: 4.7004, recall: 0.4693, relative_absolute_error: 0.5519, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.202, root_relative_squared_error: 1.0506,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7464, f_measure: 0.5104, kappa: 0.4928, kb_relative_information_score: 506434.1654, mean_absolute_error: 0.0375, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5122, predictive_accuracy: 0.5123, prior_entropy: 4.7004, recall: 0.5123, relative_absolute_error: 0.5072, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1937, root_relative_squared_error: 1.0072,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9335, f_measure: 0.5479, kappa: 0.532, kb_relative_information_score: 578050.6716, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5495, predictive_accuracy: 0.5501, prior_entropy: 4.7004, recall: 0.5501, relative_absolute_error: 0.6037, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.7793,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7485, f_measure: 0.5147, kappa: 0.4969, kb_relative_information_score: 510430.7032, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7484, f_measure: 0.5147, kappa: 0.4969, kb_relative_information_score: 510417.5467, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5162, prior_entropy: 4.7004, recall: 0.5162, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7485, f_measure: 0.5147, kappa: 0.4969, kb_relative_information_score: 510441.8356, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9335, f_measure: 0.5479, kappa: 0.532, kb_relative_information_score: 578050.6716, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5495, predictive_accuracy: 0.5501, prior_entropy: 4.7004, recall: 0.5501, relative_absolute_error: 0.6037, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.7793,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7481, f_measure: 0.5139, kappa: 0.4961, kb_relative_information_score: 509670.6627, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5158, predictive_accuracy: 0.5155, prior_entropy: 4.7004, recall: 0.5155, relative_absolute_error: 0.5039, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1931, root_relative_squared_error: 1.0039,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9335, f_measure: 0.5479, kappa: 0.532, kb_relative_information_score: 578050.6716, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5495, predictive_accuracy: 0.5501, prior_entropy: 4.7004, recall: 0.5501, relative_absolute_error: 0.6037, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.7793,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7481, f_measure: 0.514, kappa: 0.4962, kb_relative_information_score: 509778.9508, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.516, predictive_accuracy: 0.5156, prior_entropy: 4.7004, recall: 0.5156, relative_absolute_error: 0.5038, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.193, root_relative_squared_error: 1.0038,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7481, f_measure: 0.514, kappa: 0.4962, kb_relative_information_score: 509735.4332, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5159, predictive_accuracy: 0.5156, prior_entropy: 4.7004, recall: 0.5156, relative_absolute_error: 0.5038, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.193, root_relative_squared_error: 1.0038,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9336, f_measure: 0.5498, kappa: 0.5339, kb_relative_information_score: 578559.938, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5513, predictive_accuracy: 0.5519, prior_entropy: 4.7004, recall: 0.5519, relative_absolute_error: 0.6044, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1497, root_relative_squared_error: 0.7783,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7355, f_measure: 0.4887, kappa: 0.4709, kb_relative_information_score: 485171.2487, mean_absolute_error: 0.0391, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4911, predictive_accuracy: 0.4913, prior_entropy: 4.7004, recall: 0.4913, relative_absolute_error: 0.5291, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1978, root_relative_squared_error: 1.0286,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7485, f_measure: 0.5148, kappa: 0.4969, kb_relative_information_score: 510456.0042, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7481, f_measure: 0.5139, kappa: 0.4961, kb_relative_information_score: 509665.6025, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5158, predictive_accuracy: 0.5155, prior_entropy: 4.7004, recall: 0.5155, relative_absolute_error: 0.5039, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1931, root_relative_squared_error: 1.0039,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7484, f_measure: 0.5147, kappa: 0.4968, kb_relative_information_score: 510396.2939, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5162, prior_entropy: 4.7004, recall: 0.5162, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8488, f_measure: 0.3747, kappa: 0.3536, kb_relative_information_score: 427239.7831, mean_absolute_error: 0.0558, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3752, predictive_accuracy: 0.3785, prior_entropy: 4.7004, recall: 0.3785, relative_absolute_error: 0.7547, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1741, root_relative_squared_error: 0.9053,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8651, f_measure: 0.3979, kappa: 0.3799, kb_relative_information_score: 451003.02, mean_absolute_error: 0.0543, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3991, predictive_accuracy: 0.4038, prior_entropy: 4.7004, recall: 0.4038, relative_absolute_error: 0.7346, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1705, root_relative_squared_error: 0.8868,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7481, f_measure: 0.514, kappa: 0.4962, kb_relative_information_score: 509778.9508, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.516, predictive_accuracy: 0.5156, prior_entropy: 4.7004, recall: 0.5156, relative_absolute_error: 0.5038, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.193, root_relative_squared_error: 1.0038,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9315, f_measure: 0.5441, kappa: 0.528, kb_relative_information_score: 576980.9395, mean_absolute_error: 0.0446, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5456, predictive_accuracy: 0.5462, prior_entropy: 4.7004, recall: 0.5462, relative_absolute_error: 0.603, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.782,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7485, f_measure: 0.5147, kappa: 0.4969, kb_relative_information_score: 510430.7032, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5031, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1929, root_relative_squared_error: 1.0031,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9142, f_measure: 0.5212, kappa: 0.5037, kb_relative_information_score: 564157.756, mean_absolute_error: 0.0435, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5231, predictive_accuracy: 0.5228, prior_entropy: 4.7004, recall: 0.5228, relative_absolute_error: 0.5887, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.8108,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9142, f_measure: 0.5212, kappa: 0.5037, kb_relative_information_score: 564157.756, mean_absolute_error: 0.0435, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5231, predictive_accuracy: 0.5228, prior_entropy: 4.7004, recall: 0.5228, relative_absolute_error: 0.5887, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.8108,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9215, f_measure: 0.5349, kappa: 0.519, kb_relative_information_score: 523579.3367, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5382, predictive_accuracy: 0.5375, prior_entropy: 4.7004, recall: 0.5375, relative_absolute_error: 0.6945, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.154, root_relative_squared_error: 0.8007,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.921, f_measure: 0.5349, kappa: 0.519, kb_relative_information_score: 523584.8069, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5383, predictive_accuracy: 0.5375, prior_entropy: 4.7004, recall: 0.5375, relative_absolute_error: 0.6945, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.154, root_relative_squared_error: 0.8008,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.5451, kappa: 0.529, kb_relative_information_score: 577198.5941, mean_absolute_error: 0.0445, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5468, predictive_accuracy: 0.5471, prior_entropy: 4.7004, recall: 0.5471, relative_absolute_error: 0.602, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.7821,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.5451, kappa: 0.529, kb_relative_information_score: 577198.5941, mean_absolute_error: 0.0445, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5468, predictive_accuracy: 0.5471, prior_entropy: 4.7004, recall: 0.5471, relative_absolute_error: 0.602, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.7821,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.5451, kappa: 0.529, kb_relative_information_score: 577198.5941, mean_absolute_error: 0.0445, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5468, predictive_accuracy: 0.5471, prior_entropy: 4.7004, recall: 0.5471, relative_absolute_error: 0.602, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.7821,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9193, f_measure: 0.5342, kappa: 0.5182, kb_relative_information_score: 523235.0596, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5381, predictive_accuracy: 0.5367, prior_entropy: 4.7004, recall: 0.5367, relative_absolute_error: 0.6945, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1543, root_relative_squared_error: 0.8022,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.5147, kappa: 0.4969, kb_relative_information_score: 558166.4947, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5167, predictive_accuracy: 0.5163, prior_entropy: 4.7004, recall: 0.5163, relative_absolute_error: 0.5944, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1573, root_relative_squared_error: 0.8178,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.5451, kappa: 0.529, kb_relative_information_score: 577198.5941, mean_absolute_error: 0.0445, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5468, predictive_accuracy: 0.5471, prior_entropy: 4.7004, recall: 0.5471, relative_absolute_error: 0.602, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.7821,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9336, f_measure: 0.5498, kappa: 0.5339, kb_relative_information_score: 578559.938, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5513, predictive_accuracy: 0.5519, prior_entropy: 4.7004, recall: 0.5519, relative_absolute_error: 0.6044, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1497, root_relative_squared_error: 0.7783,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.5451, kappa: 0.529, kb_relative_information_score: 577198.5941, mean_absolute_error: 0.0445, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5468, predictive_accuracy: 0.5471, prior_entropy: 4.7004, recall: 0.5471, relative_absolute_error: 0.602, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.7821,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.921, f_measure: 0.5349, kappa: 0.519, kb_relative_information_score: 523584.8069, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5383, predictive_accuracy: 0.5375, prior_entropy: 4.7004, recall: 0.5375, relative_absolute_error: 0.6945, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.154, root_relative_squared_error: 0.8008,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9315, f_measure: 0.5441, kappa: 0.528, kb_relative_information_score: 576991.5291, mean_absolute_error: 0.0446, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5456, predictive_accuracy: 0.5462, prior_entropy: 4.7004, recall: 0.5462, relative_absolute_error: 0.603, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.782,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.5428, kappa: 0.5264, kb_relative_information_score: 574190.609, mean_absolute_error: 0.0448, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5439, predictive_accuracy: 0.5447, prior_entropy: 4.7004, recall: 0.5447, relative_absolute_error: 0.6061, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.151, root_relative_squared_error: 0.7851,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.846, f_measure: 0.3952, kappa: 0.3694, kb_relative_information_score: 418932.4896, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4181, predictive_accuracy: 0.3936, prior_entropy: 4.7004, recall: 0.3936, relative_absolute_error: 0.8113, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1718, root_relative_squared_error: 0.8935,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8861, f_measure: 0.4277, kappa: 0.4165, kb_relative_information_score: 486214.996, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4362, predictive_accuracy: 0.439, prior_entropy: 4.7004, recall: 0.439, relative_absolute_error: 0.6963, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1666, root_relative_squared_error: 0.8666,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5176, f_measure: 0.0219, kappa: 0.0137, kb_relative_information_score: 48732.3963, mean_absolute_error: 0.0729, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.035, predictive_accuracy: 0.0516, prior_entropy: 4.7004, recall: 0.0516, relative_absolute_error: 0.986, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2663, root_relative_squared_error: 1.385,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5826, f_measure: 0.0222, kappa: 0.0357, kb_relative_information_score: 71280.0456, mean_absolute_error: 0.0732, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0604, predictive_accuracy: 0.0732, prior_entropy: 4.7004, recall: 0.0732, relative_absolute_error: 0.9896, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1913, root_relative_squared_error: 0.9947,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8946, f_measure: 0.4711, kappa: 0.4596, kb_relative_information_score: 483755.4642, mean_absolute_error: 0.0543, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4686, predictive_accuracy: 0.4804, prior_entropy: 4.7004, recall: 0.4804, relative_absolute_error: 0.7345, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1624, root_relative_squared_error: 0.8446,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.915, f_measure: 0.5517, kappa: 0.5366, kb_relative_information_score: 566351.3788, mean_absolute_error: 0.0473, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5539, predictive_accuracy: 0.5545, prior_entropy: 4.7004, recall: 0.5545, relative_absolute_error: 0.6388, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1511, root_relative_squared_error: 0.7855,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8782, f_measure: 0.4874, kappa: 0.4689, kb_relative_information_score: 488956.1682, mean_absolute_error: 0.0545, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4893, predictive_accuracy: 0.4894, prior_entropy: 4.7004, recall: 0.4894, relative_absolute_error: 0.7363, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.161, root_relative_squared_error: 0.8374,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8169, f_measure: 0.3252, kappa: 0.2986, kb_relative_information_score: 380438.457, mean_absolute_error: 0.0584, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3267, predictive_accuracy: 0.3256, prior_entropy: 4.7004, recall: 0.3256, relative_absolute_error: 0.7891, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1823, root_relative_squared_error: 0.9481,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5045, f_measure: 0.0161, kappa: 0.0084, kb_relative_information_score: 35121.0203, mean_absolute_error: 0.0734, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0373, predictive_accuracy: 0.0465, prior_entropy: 4.7004, recall: 0.0465, relative_absolute_error: 0.992, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2708, root_relative_squared_error: 1.4082,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.005, kappa: 0.0008, kb_relative_information_score: 27698.1374, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0043, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9992, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2718, root_relative_squared_error: 1.4133,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8804, f_measure: 0.5191, kappa: 0.5039, kb_relative_information_score: 532963.0571, mean_absolute_error: 0.0501, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5198, predictive_accuracy: 0.523, prior_entropy: 4.7004, recall: 0.523, relative_absolute_error: 0.678, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1557, root_relative_squared_error: 0.8098,
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(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8757, f_measure: 0.4505, kappa: 0.4311, kb_relative_information_score: 163645.4145, mean_absolute_error: 0.0719, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4523, predictive_accuracy: 0.4531, prior_entropy: 4.7004, recall: 0.4531, relative_absolute_error: 0.9714, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.188, root_relative_squared_error: 0.9775,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6681, f_measure: 0.0718, kappa: 0.0448, kb_relative_information_score: 97669.5906, mean_absolute_error: 0.0728, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.081, predictive_accuracy: 0.082, prior_entropy: 4.7004, recall: 0.082, relative_absolute_error: 0.9844, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1907, root_relative_squared_error: 0.9918,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6261, f_measure: 0.0886, kappa: 0.0589, kb_relative_information_score: 149696.6236, mean_absolute_error: 0.0691, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0898, predictive_accuracy: 0.0953, prior_entropy: 4.7004, recall: 0.0953, relative_absolute_error: 0.934, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.227, root_relative_squared_error: 1.1806,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9008, f_measure: 0.5175, kappa: 0.5055, kb_relative_information_score: 505403.4921, mean_absolute_error: 0.0529, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5239, predictive_accuracy: 0.5246, prior_entropy: 4.7004, recall: 0.5246, relative_absolute_error: 0.7154, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1565, root_relative_squared_error: 0.8139,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0038, kappa: -0, kb_relative_information_score: 28183.3197, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0031, predictive_accuracy: 0.0394, prior_entropy: 4.7004, recall: 0.0394, relative_absolute_error: 0.999, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2713, root_relative_squared_error: 1.4109,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7058, f_measure: 0.2808, kappa: 0.2235, kb_relative_information_score: 254916.8677, mean_absolute_error: 0.0615, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4038, predictive_accuracy: 0.2534, prior_entropy: 4.7004, recall: 0.2534, relative_absolute_error: 0.8312, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1847, root_relative_squared_error: 0.9607,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7058, f_measure: 0.2808, kappa: 0.2235, kb_relative_information_score: 254916.8677, mean_absolute_error: 0.0615, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4038, predictive_accuracy: 0.2534, prior_entropy: 4.7004, recall: 0.2534, relative_absolute_error: 0.8312, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1847, root_relative_squared_error: 0.9607,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.886, f_measure: 0.4277, kappa: 0.4165, kb_relative_information_score: 486208.2276, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4361, predictive_accuracy: 0.439, prior_entropy: 4.7004, recall: 0.439, relative_absolute_error: 0.6962, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1667, root_relative_squared_error: 0.8666,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5809, f_measure: 0.0206, kappa: 0.0343, kb_relative_information_score: 71256.7529, mean_absolute_error: 0.0732, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0235, predictive_accuracy: 0.072, prior_entropy: 4.7004, recall: 0.072, relative_absolute_error: 0.9896, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1913, root_relative_squared_error: 0.9948,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9156, f_measure: 0.5187, kappa: 0.5014, kb_relative_information_score: 561407.2475, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5202, predictive_accuracy: 0.5206, prior_entropy: 4.7004, recall: 0.5206, relative_absolute_error: 0.595, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.8109,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6816, f_measure: 0.3404, kappa: 0.3154, kb_relative_information_score: 353979.3135, mean_absolute_error: 0.0522, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3518, predictive_accuracy: 0.3418, prior_entropy: 4.7004, recall: 0.3418, relative_absolute_error: 0.7062, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2061, root_relative_squared_error: 1.0719,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8054, f_measure: 0.3582, kappa: 0.3295, kb_relative_information_score: 413485.1714, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3857, predictive_accuracy: 0.3553, prior_entropy: 4.7004, ram_hours: 0.0008, recall: 0.3553, relative_absolute_error: 0.8112, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.9134, run_cpu_time: 5531.611,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, ram_hours: 0.0028, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137, run_cpu_time: 71.9407,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8054, f_measure: 0.3582, kappa: 0.3295, kb_relative_information_score: 413485.1714, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3857, predictive_accuracy: 0.3553, prior_entropy: 4.7004, ram_hours: 0.0012, recall: 0.3553, relative_absolute_error: 0.8112, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.9134, run_cpu_time: 8489.26,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7128, f_measure: 0.1393, kappa: 0.1096, kb_relative_information_score: 175624.7065, mean_absolute_error: 0.0692, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.1824, predictive_accuracy: 0.1446, prior_entropy: 4.7004, ram_hours: 1.0305, recall: 0.1446, relative_absolute_error: 0.9352, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1861, root_relative_squared_error: 0.9677, run_cpu_time: 4512.6328,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5377, f_measure: 0.0575, kappa: 0.0754, kb_relative_information_score: 100616.9724, mean_absolute_error: 0.0684, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0471, predictive_accuracy: 0.1113, prior_entropy: 4.7004, ram_hours: 0, recall: 0.1113, relative_absolute_error: 0.9242, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2614, root_relative_squared_error: 1.3592, run_cpu_time: 9.0615,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.5146, kappa: 0.4966, kb_relative_information_score: 557947.7487, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5165, predictive_accuracy: 0.516, prior_entropy: 4.7004, ram_hours: 0, recall: 0.516, relative_absolute_error: 0.5943, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1574, root_relative_squared_error: 0.8184, run_cpu_time: 151.48,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.5146, kappa: 0.4966, kb_relative_information_score: 557947.7487, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5165, predictive_accuracy: 0.516, prior_entropy: 4.7004, ram_hours: 0, recall: 0.516, relative_absolute_error: 0.5943, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1574, root_relative_squared_error: 0.8184, run_cpu_time: 150,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.859, f_measure: 0.3852, kappa: 0.3625, kb_relative_information_score: 442071.1997, mean_absolute_error: 0.0526, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3973, predictive_accuracy: 0.387, prior_entropy: 4.7004, ram_hours: 0, recall: 0.387, relative_absolute_error: 0.7109, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1763, root_relative_squared_error: 0.917, run_cpu_time: 105.9625,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8605, f_measure: 0.4029, kappa: 0.383, kb_relative_information_score: 164098.939, mean_absolute_error: 0.0719, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4275, predictive_accuracy: 0.4068, prior_entropy: 4.7004, ram_hours: 0, recall: 0.4068, relative_absolute_error: 0.9715, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1881, root_relative_squared_error: 0.9781, run_cpu_time: 66.76,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9081, f_measure: 0.5189, kappa: 0.5009, kb_relative_information_score: 562491.9639, mean_absolute_error: 0.0432, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5208, predictive_accuracy: 0.5201, prior_entropy: 4.7004, ram_hours: 0.0001, recall: 0.5201, relative_absolute_error: 0.5845, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1572, root_relative_squared_error: 0.8172, run_cpu_time: 352.43,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5993, f_measure: 0.3296, kappa: 0.2413, kb_relative_information_score: 282748.0801, mean_absolute_error: 0.0594, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5228, predictive_accuracy: 0.2708, prior_entropy: 4.7004, ram_hours: 0.0386, recall: 0.2708, relative_absolute_error: 0.8024, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2252, root_relative_squared_error: 1.1709, run_cpu_time: 876.7391,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4981, f_measure: 0.0049, kappa: -0, kb_relative_information_score: 3697.2466, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0104, predictive_accuracy: 0.0407, prior_entropy: 4.7004, ram_hours: 0, recall: 0.0407, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1923, root_relative_squared_error: 1, run_cpu_time: 31.16,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5042, f_measure: 0.0162, kappa: 0.0085, kb_relative_information_score: 35062.3226, mean_absolute_error: 0.0733, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0374, predictive_accuracy: 0.0465, prior_entropy: 4.7004, ram_hours: 0, recall: 0.0465, relative_absolute_error: 0.9916, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2708, root_relative_squared_error: 1.4083, run_cpu_time: 4.9501,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9289, f_measure: 0.5451, kappa: 0.5297, kb_relative_information_score: 574668.763, mean_absolute_error: 0.0449, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5466, predictive_accuracy: 0.5478, prior_entropy: 4.7004, ram_hours: 0.0009, recall: 0.5478, relative_absolute_error: 0.6064, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1505, root_relative_squared_error: 0.7827, run_cpu_time: 775.72,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.005, kappa: 0.0008, kb_relative_information_score: 27628.904, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0043, predictive_accuracy: 0.0392, prior_entropy: 4.7004, ram_hours: 0, recall: 0.0392, relative_absolute_error: 0.9992, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137, run_cpu_time: 6.3653,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8358, f_measure: 0.3568, kappa: 0.3336, kb_relative_information_score: 409308.8229, mean_absolute_error: 0.0568, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3573, predictive_accuracy: 0.3593, prior_entropy: 4.7004, ram_hours: 0.0002, recall: 0.3593, relative_absolute_error: 0.7681, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1771, root_relative_squared_error: 0.9208, run_cpu_time: 1646.77,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27584.2678, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, ram_hours: 0.0014, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2718, root_relative_squared_error: 1.4133, run_cpu_time: 50.0676,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6816, f_measure: 0.3404, kappa: 0.3154, kb_relative_information_score: 353979.3135, mean_absolute_error: 0.0522, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3518, predictive_accuracy: 0.3418, prior_entropy: 4.7004, ram_hours: 0, recall: 0.3418, relative_absolute_error: 0.7062, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2061, root_relative_squared_error: 1.0719, run_cpu_time: 11.4079,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8034, f_measure: 0.3563, kappa: 0.3276, kb_relative_information_score: 413521.9853, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3864, predictive_accuracy: 0.3535, prior_entropy: 4.7004, ram_hours: 0, recall: 0.3535, relative_absolute_error: 0.8112, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.9138, run_cpu_time: 210.4546,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6153, f_measure: 0.3641, kappa: 0.2767, kb_relative_information_score: 312909.1175, mean_absolute_error: 0.0584, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5378, predictive_accuracy: 0.3048, prior_entropy: 4.7004, ram_hours: 0.0008, recall: 0.3048, relative_absolute_error: 0.7896, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2181, root_relative_squared_error: 1.1343, run_cpu_time: 657.1776,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9172, f_measure: 0.5117, kappa: 0.4968, kb_relative_information_score: 540659.8602, mean_absolute_error: 0.0486, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5147, predictive_accuracy: 0.5162, prior_entropy: 4.7004, ram_hours: 0.0004, recall: 0.5162, relative_absolute_error: 0.6571, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1557, root_relative_squared_error: 0.8099, run_cpu_time: 777.4165,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0386, kappa: 0.0001, kb_relative_information_score: 27038.8859, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0386, predictive_accuracy: 0.0386, prior_entropy: 4.7004, ram_hours: 0, recall: 0.0386, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4141, run_cpu_time: 8.0693,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.003, kb_relative_information_score: 27610.6873, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0392, prior_entropy: 4.7004, ram_hours: 0, recall: 0.0392, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4137, run_cpu_time: 5.5217,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7628, f_measure: 0.3189, kappa: 0.2933, kb_relative_information_score: 361711.3385, mean_absolute_error: 0.0594, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3582, predictive_accuracy: 0.3206, prior_entropy: 4.7004, ram_hours: 0, recall: 0.3206, relative_absolute_error: 0.8029, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1827, root_relative_squared_error: 0.9501, run_cpu_time: 15.5192,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.886, f_measure: 0.4277, kappa: 0.4165, kb_relative_information_score: 486223.8029, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4362, predictive_accuracy: 0.439, prior_entropy: 4.7004, ram_hours: 0, recall: 0.439, relative_absolute_error: 0.6961, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1667, root_relative_squared_error: 0.8667, run_cpu_time: 63.921,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8168, f_measure: 0.2394, kappa: 0.2224, kb_relative_information_score: 296302.2353, mean_absolute_error: 0.0654, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2499, predictive_accuracy: 0.2524, prior_entropy: 4.7004, ram_hours: 0, recall: 0.2524, relative_absolute_error: 0.8846, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1817, root_relative_squared_error: 0.945, run_cpu_time: 37.9202,

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(letter) (2)
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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