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Supervised Data Stream Classification on covertype

Supervised Data Stream Classification on covertype

Task 189 Supervised Data Stream Classification covertype 290 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.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9663, f_measure: 0.8856, kappa: 0.8167, kb_relative_information_score: 501737.1793, mean_absolute_error: 0.0457, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8866, predictive_accuracy: 0.8864, prior_entropy: 2.8074, recall: 0.8864, relative_absolute_error: 0.1864, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1621, root_relative_squared_error: 0.4632,
Jan van Rijn 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9148, f_measure: 0.7776, kappa: 0.6455, kb_relative_information_score: 446638.5084, mean_absolute_error: 0.0794, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.7806, predictive_accuracy: 0.7762, prior_entropy: 2.8074, recall: 0.7762, relative_absolute_error: 0.3241, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2127, root_relative_squared_error: 0.6077,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9347, kappa: 0.8952, kb_relative_information_score: 527539.4577, mean_absolute_error: 0.0367, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.935, predictive_accuracy: 0.9348, prior_entropy: 2.8074, recall: 0.9348, relative_absolute_error: 0.15, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.121, root_relative_squared_error: 0.3457,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9896, f_measure: 0.9313, kappa: 0.8899, kb_relative_information_score: 526978.685, mean_absolute_error: 0.0368, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9317, predictive_accuracy: 0.9314, prior_entropy: 2.8074, recall: 0.9314, relative_absolute_error: 0.1503, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1225, root_relative_squared_error: 0.3501,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9375, f_measure: 0.9218, kappa: 0.8749, kb_relative_information_score: 532309.0601, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9218, predictive_accuracy: 0.9223, prior_entropy: 2.8074, recall: 0.9223, relative_absolute_error: 0.0906, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.149, root_relative_squared_error: 0.4257,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9375, f_measure: 0.9218, kappa: 0.8747, kb_relative_information_score: 532247.5447, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, recall: 0.9222, relative_absolute_error: 0.0907, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1491, root_relative_squared_error: 0.426,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9263, f_measure: 0.9078, kappa: 0.8518, kb_relative_information_score: 523237.1554, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.908, predictive_accuracy: 0.9079, prior_entropy: 2.8074, recall: 0.9079, relative_absolute_error: 0.1075, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1623, root_relative_squared_error: 0.4637,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9313, f_measure: 0.915, kappa: 0.8638, kb_relative_information_score: 528085.0017, mean_absolute_error: 0.0241, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.915, predictive_accuracy: 0.9156, prior_entropy: 2.8074, recall: 0.9156, relative_absolute_error: 0.0985, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1553, root_relative_squared_error: 0.4438,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.9217, kappa: 0.8747, kb_relative_information_score: 532237.8317, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, recall: 0.9222, relative_absolute_error: 0.0907, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1491, root_relative_squared_error: 0.426,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9373, f_measure: 0.9215, kappa: 0.8744, kb_relative_information_score: 532115.8801, mean_absolute_error: 0.0223, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9215, predictive_accuracy: 0.922, prior_entropy: 2.8074, recall: 0.922, relative_absolute_error: 0.091, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1493, root_relative_squared_error: 0.4266,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9373, f_measure: 0.9216, kappa: 0.8745, kb_relative_information_score: 532182.7916, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9216, predictive_accuracy: 0.9221, prior_entropy: 2.8074, recall: 0.9221, relative_absolute_error: 0.0909, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1492, root_relative_squared_error: 0.4263,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9337, f_measure: 0.9175, kappa: 0.8679, kb_relative_information_score: 529635.8376, mean_absolute_error: 0.0234, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9174, predictive_accuracy: 0.9181, prior_entropy: 2.8074, recall: 0.9181, relative_absolute_error: 0.0956, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.153, root_relative_squared_error: 0.4372,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.9213, kappa: 0.8738, kb_relative_information_score: 531934.5715, mean_absolute_error: 0.0224, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9212, predictive_accuracy: 0.9217, prior_entropy: 2.8074, recall: 0.9217, relative_absolute_error: 0.0913, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1495, root_relative_squared_error: 0.4273,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9581, f_measure: 0.8425, kappa: 0.7478, kb_relative_information_score: 472237.1991, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8438, predictive_accuracy: 0.8444, prior_entropy: 2.8074, recall: 0.8444, relative_absolute_error: 0.286, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1797, root_relative_squared_error: 0.5136,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9341, f_measure: 0.9182, kappa: 0.8689, kb_relative_information_score: 530014.6431, mean_absolute_error: 0.0232, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9181, predictive_accuracy: 0.9187, prior_entropy: 2.8074, recall: 0.9187, relative_absolute_error: 0.0949, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1524, root_relative_squared_error: 0.4356,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9378, f_measure: 0.923, kappa: 0.8765, kb_relative_information_score: 532979.2543, mean_absolute_error: 0.0219, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9229, predictive_accuracy: 0.9234, prior_entropy: 2.8074, recall: 0.9234, relative_absolute_error: 0.0894, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1479, root_relative_squared_error: 0.4228,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9375, f_measure: 0.9218, kappa: 0.8749, kb_relative_information_score: 532309.0601, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9218, predictive_accuracy: 0.9223, prior_entropy: 2.8074, recall: 0.9223, relative_absolute_error: 0.0906, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.149, root_relative_squared_error: 0.4257,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9586, f_measure: 0.8428, kappa: 0.7483, kb_relative_information_score: 472382.349, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8443, predictive_accuracy: 0.8448, prior_entropy: 2.8074, recall: 0.8448, relative_absolute_error: 0.2861, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1796, root_relative_squared_error: 0.5134,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9271, kappa: 0.8832, kb_relative_information_score: 525896.4014, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9275, predictive_accuracy: 0.9272, prior_entropy: 2.8074, recall: 0.9272, relative_absolute_error: 0.1508, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1253, root_relative_squared_error: 0.358,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9869, f_measure: 0.9208, kappa: 0.873, kb_relative_information_score: 523380.0188, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9211, predictive_accuracy: 0.9209, prior_entropy: 2.8074, recall: 0.9209, relative_absolute_error: 0.1543, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1302, root_relative_squared_error: 0.3722,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.9208, kappa: 0.8732, kb_relative_information_score: 531656.1333, mean_absolute_error: 0.0225, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9207, predictive_accuracy: 0.9213, prior_entropy: 2.8074, recall: 0.9213, relative_absolute_error: 0.0918, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.15, root_relative_squared_error: 0.4286,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9345, f_measure: 0.9182, kappa: 0.8691, kb_relative_information_score: 530100.9805, mean_absolute_error: 0.0232, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9181, predictive_accuracy: 0.9188, prior_entropy: 2.8074, recall: 0.9188, relative_absolute_error: 0.0947, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1523, root_relative_squared_error: 0.4353,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9588, f_measure: 0.8431, kappa: 0.7489, kb_relative_information_score: 472664.39, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8446, predictive_accuracy: 0.8452, prior_entropy: 2.8074, recall: 0.8452, relative_absolute_error: 0.2863, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1791, root_relative_squared_error: 0.5119,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.9213, kappa: 0.8738, kb_relative_information_score: 531934.5715, mean_absolute_error: 0.0224, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9212, predictive_accuracy: 0.9217, prior_entropy: 2.8074, recall: 0.9217, relative_absolute_error: 0.0913, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1495, root_relative_squared_error: 0.4273,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.9217, kappa: 0.8747, kb_relative_information_score: 532237.8317, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, recall: 0.9222, relative_absolute_error: 0.0907, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1491, root_relative_squared_error: 0.426,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9734, f_measure: 0.8826, kappa: 0.8125, kb_relative_information_score: 474690.7142, mean_absolute_error: 0.0736, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8846, predictive_accuracy: 0.885, prior_entropy: 2.8074, recall: 0.885, relative_absolute_error: 0.3007, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1663, root_relative_squared_error: 0.4752,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9835, f_measure: 0.9221, kappa: 0.8753, kb_relative_information_score: 533558.7322, mean_absolute_error: 0.0286, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.922, predictive_accuracy: 0.9226, prior_entropy: 2.8074, recall: 0.9226, relative_absolute_error: 0.1168, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1269, root_relative_squared_error: 0.3626,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9545, f_measure: 0.8361, kappa: 0.7376, kb_relative_information_score: 470491.1124, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8379, predictive_accuracy: 0.8384, prior_entropy: 2.8074, recall: 0.8384, relative_absolute_error: 0.2876, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1825, root_relative_squared_error: 0.5215,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9545, f_measure: 0.8361, kappa: 0.7376, kb_relative_information_score: 470491.1124, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8379, predictive_accuracy: 0.8384, prior_entropy: 2.8074, recall: 0.8384, relative_absolute_error: 0.2876, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1825, root_relative_squared_error: 0.5215,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9792, f_measure: 0.9015, kappa: 0.8424, kb_relative_information_score: 491566.2965, mean_absolute_error: 0.0623, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9025, predictive_accuracy: 0.9029, prior_entropy: 2.8074, recall: 0.9029, relative_absolute_error: 0.2543, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1506, root_relative_squared_error: 0.4303,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9866, f_measure: 0.9217, kappa: 0.8747, kb_relative_information_score: 533728.1219, mean_absolute_error: 0.029, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, recall: 0.9222, relative_absolute_error: 0.1186, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1253, root_relative_squared_error: 0.3579,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9727, f_measure: 0.8807, kappa: 0.8095, kb_relative_information_score: 471699.8111, mean_absolute_error: 0.0756, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8829, predictive_accuracy: 0.8832, prior_entropy: 2.8074, recall: 0.8832, relative_absolute_error: 0.3086, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1687, root_relative_squared_error: 0.4822,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9545, f_measure: 0.8361, kappa: 0.7376, kb_relative_information_score: 470491.0999, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8379, predictive_accuracy: 0.8384, prior_entropy: 2.8074, recall: 0.8384, relative_absolute_error: 0.2876, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1825, root_relative_squared_error: 0.5215,
Jan van Rijn 9 years ago
ran flow moa.BLAST(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9835, f_measure: 0.9221, kappa: 0.8753, kb_relative_information_score: 533558.7322, mean_absolute_error: 0.0286, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.922, predictive_accuracy: 0.9226, prior_entropy: 2.8074, recall: 0.9226, relative_absolute_error: 0.1168, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1269, root_relative_squared_error: 0.3626,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9588, f_measure: 0.8431, kappa: 0.7489, kb_relative_information_score: 472664.7696, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8446, predictive_accuracy: 0.8452, prior_entropy: 2.8074, recall: 0.8452, relative_absolute_error: 0.2863, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1791, root_relative_squared_error: 0.5119,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9586, f_measure: 0.8428, kappa: 0.7483, kb_relative_information_score: 472382.349, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8443, predictive_accuracy: 0.8448, prior_entropy: 2.8074, recall: 0.8448, relative_absolute_error: 0.2861, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1796, root_relative_squared_error: 0.5134,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9545, f_measure: 0.8361, kappa: 0.7376, kb_relative_information_score: 470491.1124, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8379, predictive_accuracy: 0.8384, prior_entropy: 2.8074, recall: 0.8384, relative_absolute_error: 0.2876, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1825, root_relative_squared_error: 0.5215,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9519, f_measure: 0.8354, kappa: 0.7364, kb_relative_information_score: 469824.3463, mean_absolute_error: 0.0702, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8363, predictive_accuracy: 0.8372, prior_entropy: 2.8074, recall: 0.8372, relative_absolute_error: 0.2869, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1839, root_relative_squared_error: 0.5254,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9863, f_measure: 0.9138, kappa: 0.8616, kb_relative_information_score: 528349.5401, mean_absolute_error: 0.0325, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9137, predictive_accuracy: 0.9141, prior_entropy: 2.8074, recall: 0.9141, relative_absolute_error: 0.1328, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.131, root_relative_squared_error: 0.3742,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8099, f_measure: 0.6225, kappa: 0.4094, kb_relative_information_score: 351090.1765, mean_absolute_error: 0.1233, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.6562, predictive_accuracy: 0.6054, prior_entropy: 2.8074, recall: 0.6054, relative_absolute_error: 0.5036, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2866, root_relative_squared_error: 0.8189,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7272, f_measure: 0.7571, kappa: 0.6125, kb_relative_information_score: 276188.3746, mean_absolute_error: 0.1783, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.7644, predictive_accuracy: 0.7684, prior_entropy: 2.8074, recall: 0.7684, relative_absolute_error: 0.7279, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2885, root_relative_squared_error: 0.8245,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6825, f_measure: 0.5521, kappa: 0.2815, kb_relative_information_score: 343200.2474, mean_absolute_error: 0.1386, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5317, predictive_accuracy: 0.6074, prior_entropy: 2.8074, recall: 0.6074, relative_absolute_error: 0.5658, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2865, root_relative_squared_error: 0.8187,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7514, f_measure: 0.8295, kappa: 0.7267, kb_relative_information_score: 281295.195, mean_absolute_error: 0.1768, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8318, predictive_accuracy: 0.8337, prior_entropy: 2.8074, recall: 0.8337, relative_absolute_error: 0.7218, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2859, root_relative_squared_error: 0.8169,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.851, kappa: 0.7633, kb_relative_information_score: 483698.8673, mean_absolute_error: 0.0592, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8522, predictive_accuracy: 0.8546, prior_entropy: 2.8074, recall: 0.8546, relative_absolute_error: 0.2417, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.178, root_relative_squared_error: 0.5088,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9404, f_measure: 0.8398, kappa: 0.7451, kb_relative_information_score: 481820.3313, mean_absolute_error: 0.0585, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8411, predictive_accuracy: 0.8443, prior_entropy: 2.8074, recall: 0.8443, relative_absolute_error: 0.239, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1833, root_relative_squared_error: 0.5239,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9467, f_measure: 0.8324, kappa: 0.7331, kb_relative_information_score: 481434.3197, mean_absolute_error: 0.0559, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.834, predictive_accuracy: 0.832, prior_entropy: 2.8074, recall: 0.832, relative_absolute_error: 0.2282, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1885, root_relative_squared_error: 0.5387,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9363, f_measure: 0.8238, kappa: 0.7174, kb_relative_information_score: 460273.7892, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8234, predictive_accuracy: 0.8252, prior_entropy: 2.8074, recall: 0.8252, relative_absolute_error: 0.3022, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1936, root_relative_squared_error: 0.5531,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6605, f_measure: 0.5287, kappa: 0.2373, kb_relative_information_score: 328104.2341, mean_absolute_error: 0.119, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5049, predictive_accuracy: 0.5823, prior_entropy: 2.8074, recall: 0.5823, relative_absolute_error: 0.486, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3283, root_relative_squared_error: 0.9381,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8326, f_measure: 0.7511, kappa: 0.6643, kb_relative_information_score: 463144.9233, mean_absolute_error: 0.0556, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.7036, predictive_accuracy: 0.8129, prior_entropy: 2.8074, recall: 0.8129, relative_absolute_error: 0.2272, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2275, root_relative_squared_error: 0.6502,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9417, f_measure: 0.8454, kappa: 0.7544, kb_relative_information_score: 485419.3313, mean_absolute_error: 0.0568, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8468, predictive_accuracy: 0.8495, prior_entropy: 2.8074, recall: 0.8495, relative_absolute_error: 0.2319, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.18, root_relative_squared_error: 0.5144,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8716, f_measure: 0.7053, kappa: 0.5281, kb_relative_information_score: 395586.5056, mean_absolute_error: 0.1117, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.7077, predictive_accuracy: 0.7186, prior_entropy: 2.8074, recall: 0.7186, relative_absolute_error: 0.4561, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.237, root_relative_squared_error: 0.6772,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.845, f_measure: 0.7421, kappa: 0.5898, kb_relative_information_score: 428135.847, mean_absolute_error: 0.0775, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.7418, predictive_accuracy: 0.7494, prior_entropy: 2.8074, recall: 0.7494, relative_absolute_error: 0.3166, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2468, root_relative_squared_error: 0.7052,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9479, f_measure: 0.8413, kappa: 0.748, kb_relative_information_score: 481838.5567, mean_absolute_error: 0.0592, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8421, predictive_accuracy: 0.8455, prior_entropy: 2.8074, recall: 0.8455, relative_absolute_error: 0.2417, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.181, root_relative_squared_error: 0.5172,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.8132, kappa: 0.7021, kb_relative_information_score: 465919.2911, mean_absolute_error: 0.0613, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8144, predictive_accuracy: 0.8171, prior_entropy: 2.8074, recall: 0.8171, relative_absolute_error: 0.2505, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2068, root_relative_squared_error: 0.5911,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6545, f_measure: 0.5653, kappa: 0.3168, kb_relative_information_score: 317555.6133, mean_absolute_error: 0.1327, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5323, predictive_accuracy: 0.603, prior_entropy: 2.8074, recall: 0.603, relative_absolute_error: 0.5418, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3026, root_relative_squared_error: 0.8649,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6969, f_measure: 0.6103, kappa: 0.3737, kb_relative_information_score: 345925.3113, mean_absolute_error: 0.1086, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.6456, predictive_accuracy: 0.6227, prior_entropy: 2.8074, recall: 0.6227, relative_absolute_error: 0.4435, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3241, root_relative_squared_error: 0.9261,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7047, f_measure: 0.3846, kappa: 0.1083, kb_relative_information_score: 319626.3605, mean_absolute_error: 0.1534, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.4612, predictive_accuracy: 0.5109, prior_entropy: 2.8074, recall: 0.5109, relative_absolute_error: 0.6266, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2867, root_relative_squared_error: 0.8194,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9515, f_measure: 0.8489, kappa: 0.7576, kb_relative_information_score: 484052.9442, mean_absolute_error: 0.0535, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8504, predictive_accuracy: 0.8492, prior_entropy: 2.8074, recall: 0.8492, relative_absolute_error: 0.2185, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1838, root_relative_squared_error: 0.5252,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.637, f_measure: 0.5561, kappa: 0.298, kb_relative_information_score: 322580.3627, mean_absolute_error: 0.1203, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5247, predictive_accuracy: 0.5922, prior_entropy: 2.8074, recall: 0.5922, relative_absolute_error: 0.4911, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3338, root_relative_squared_error: 0.954,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.8202, kappa: 0.7125, kb_relative_information_score: 471120.5566, mean_absolute_error: 0.0574, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.823, predictive_accuracy: 0.8189, prior_entropy: 2.8074, recall: 0.8189, relative_absolute_error: 0.2345, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2048, root_relative_squared_error: 0.5852, run_cpu_time: 40.5922,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176, run_cpu_time: 13.94,
Jan van Rijn 11 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0.0001, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176, run_cpu_time: 43.04,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9624, f_measure: 0.9506, kappa: 0.9207, kb_relative_information_score: 550043.8458, mean_absolute_error: 0.0141, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9506, predictive_accuracy: 0.9506, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9506, relative_absolute_error: 0.0576, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1188, root_relative_squared_error: 0.3395, run_cpu_time: 8,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.8202, kappa: 0.7125, kb_relative_information_score: 471120.5566, mean_absolute_error: 0.0574, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.823, predictive_accuracy: 0.8189, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8189, relative_absolute_error: 0.2345, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2048, root_relative_squared_error: 0.5852, run_cpu_time: 42.44,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9781, f_measure: 0.9247, kappa: 0.8792, kb_relative_information_score: 505505.6272, mean_absolute_error: 0.0529, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9247, predictive_accuracy: 0.9251, prior_entropy: 2.8074, ram_hours: 0.0666, recall: 0.9251, relative_absolute_error: 0.2159, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1425, root_relative_squared_error: 0.4072, run_cpu_time: 1074.24,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6008, f_measure: 0.3231, kappa: 0.0141, kb_relative_information_score: 274993.667, mean_absolute_error: 0.1718, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.2583, predictive_accuracy: 0.4876, prior_entropy: 2.8074, ram_hours: 0, recall: 0.4876, relative_absolute_error: 0.7016, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2984, root_relative_squared_error: 0.8526, run_cpu_time: 11.26,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9781, f_measure: 0.8996, kappa: 0.8387, kb_relative_information_score: 468733.183, mean_absolute_error: 0.0815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8998, predictive_accuracy: 0.8996, prior_entropy: 2.8074, ram_hours: 0.0007, recall: 0.8996, relative_absolute_error: 0.3327, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1729, root_relative_squared_error: 0.494, run_cpu_time: 172.05,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9541, f_measure: 0.8385, kappa: 0.7421, kb_relative_information_score: 470922.5427, mean_absolute_error: 0.0702, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8402, predictive_accuracy: 0.8411, prior_entropy: 2.8074, ram_hours: 0.0005, recall: 0.8411, relative_absolute_error: 0.2867, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1822, root_relative_squared_error: 0.5206, run_cpu_time: 132.55,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9199, f_measure: 0.8019, kappa: 0.6825, kb_relative_information_score: 456173.8008, mean_absolute_error: 0.0666, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8029, predictive_accuracy: 0.8031, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8031, relative_absolute_error: 0.2719, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2124, root_relative_squared_error: 0.607, run_cpu_time: 27.38,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7731, f_measure: 0.6996, kappa: 0.5653, kb_relative_information_score: 429269.6634, mean_absolute_error: 0.0691, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.6556, predictive_accuracy: 0.758, prior_entropy: 2.8074, ram_hours: 0, recall: 0.758, relative_absolute_error: 0.2823, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2629, root_relative_squared_error: 0.7514, run_cpu_time: 7.81,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.637, f_measure: 0.5561, kappa: 0.298, kb_relative_information_score: 322580.3627, mean_absolute_error: 0.1203, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5247, predictive_accuracy: 0.5922, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5922, relative_absolute_error: 0.4911, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3338, root_relative_squared_error: 0.954, run_cpu_time: 9.8,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.1948, kb_relative_information_score: 182430.3287, mean_absolute_error: 0.1816, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0.0019, recall: 0.3646, relative_absolute_error: 0.7415, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4259, root_relative_squared_error: 1.217, run_cpu_time: 43.16,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7784, f_measure: 0.5868, kappa: 0.3287, kb_relative_information_score: 338912.3893, mean_absolute_error: 0.138, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5999, predictive_accuracy: 0.6107, prior_entropy: 2.8074, ram_hours: 0.0001, recall: 0.6107, relative_absolute_error: 0.5633, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2691, root_relative_squared_error: 0.769, run_cpu_time: 60.23,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6469, f_measure: 0.454, kappa: 0.1717, kb_relative_information_score: 243566.7885, mean_absolute_error: 0.1689, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5057, predictive_accuracy: 0.425, prior_entropy: 2.8074, ram_hours: 0, recall: 0.425, relative_absolute_error: 0.6897, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3576, root_relative_squared_error: 1.0219, run_cpu_time: 23.76,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8176, f_measure: 0.6332, kappa: 0.4071, kb_relative_information_score: 368092.1355, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.6403, predictive_accuracy: 0.6457, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6457, relative_absolute_error: 0.4972, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2588, root_relative_squared_error: 0.7396, run_cpu_time: 13.81,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0.0002, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176, run_cpu_time: 28.65,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6792, f_measure: 0.5752, kappa: 0.3301, kb_relative_information_score: 322558.1236, mean_absolute_error: 0.1177, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5647, predictive_accuracy: 0.5881, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5881, relative_absolute_error: 0.4807, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3428, root_relative_squared_error: 0.9797, run_cpu_time: 8.4,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9526, f_measure: 0.8474, kappa: 0.7563, kb_relative_information_score: 486063.4787, mean_absolute_error: 0.0563, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8486, predictive_accuracy: 0.8474, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8474, relative_absolute_error: 0.2299, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1781, root_relative_squared_error: 0.509, run_cpu_time: 222,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0.0063, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176, run_cpu_time: 391.14,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6814, f_measure: 0.5596, kappa: 0.3105, kb_relative_information_score: 241686.9427, mean_absolute_error: 0.193, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5443, predictive_accuracy: 0.5809, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5809, relative_absolute_error: 0.7879, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3145, root_relative_squared_error: 0.8988, run_cpu_time: 12.25,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6813, f_measure: 0.5353, kappa: 0.2896, kb_relative_information_score: 325205.0891, mean_absolute_error: 0.1293, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5186, predictive_accuracy: 0.5711, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5711, relative_absolute_error: 0.5278, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.315, root_relative_squared_error: 0.9001, run_cpu_time: 9.07,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9872, f_measure: 0.9218, kappa: 0.8747, kb_relative_information_score: 533954.9147, mean_absolute_error: 0.0291, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9223, prior_entropy: 2.8074, ram_hours: 0.0013, recall: 0.9223, relative_absolute_error: 0.1188, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1245, root_relative_squared_error: 0.3558, run_cpu_time: 5671.17,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9199, f_measure: 0.8019, kappa: 0.6825, kb_relative_information_score: 456173.8008, mean_absolute_error: 0.0666, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8029, predictive_accuracy: 0.8031, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8031, relative_absolute_error: 0.2719, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2124, root_relative_squared_error: 0.607, run_cpu_time: 22.88,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8097, f_measure: 0.6223, kappa: 0.4091, kb_relative_information_score: 350920.4137, mean_absolute_error: 0.1234, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.656, predictive_accuracy: 0.6052, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6052, relative_absolute_error: 0.5037, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2868, root_relative_squared_error: 0.8196, run_cpu_time: 26.44,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6357, f_measure: 0.5536, kappa: 0.2848, kb_relative_information_score: 334558.5904, mean_absolute_error: 0.1123, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5258, predictive_accuracy: 0.607, prior_entropy: 2.8074, ram_hours: 0, recall: 0.607, relative_absolute_error: 0.4586, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3351, root_relative_squared_error: 0.9577, run_cpu_time: 7.91,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9868, f_measure: 0.9218, kappa: 0.8747, kb_relative_information_score: 534276.0577, mean_absolute_error: 0.0288, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9222, relative_absolute_error: 0.1174, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1246, root_relative_squared_error: 0.356, run_cpu_time: 336.63,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9844, f_measure: 0.9168, kappa: 0.8667, kb_relative_information_score: 522028.0108, mean_absolute_error: 0.0379, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9171, predictive_accuracy: 0.9169, prior_entropy: 2.8074, ram_hours: 0.0002, recall: 0.9169, relative_absolute_error: 0.1547, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.134, root_relative_squared_error: 0.3829, run_cpu_time: 250.71,

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 covertype (3)
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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