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Automatic Recommendation of Machine Learning Workflows - Master's Dissertation

Automatic Recommendation of Machine Learning Workflows - Master's Dissertation

Created 07-09-2017 by Miguel Cachada Visibility: public
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9302, f_measure: 0.6071, kappa: 0.562, kb_relative_information_score: 17250.4606, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.0995, number_of_instances: 28056, precision: 0.6073, predictive_accuracy: 0.6086, prior_entropy: 3.5053, recall: 0.6086, relative_absolute_error: 0.5466, root_mean_prior_squared_error: 0.2231, root_mean_squared_error: 0.1732, root_relative_squared_error: 0.7765, scimark_benchmark: 1786.6434, usercpu_time_millis: 5330, usercpu_time_millis_testing: 2050, usercpu_time_millis_training: 3280,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9524, f_measure: 0.6996, kappa: 0.6672, kb_relative_information_score: 1457.5732, mean_absolute_error: 0.0683, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.6999, predictive_accuracy: 0.7005, prior_entropy: 3.3219, recall: 0.7005, relative_absolute_error: 0.3793, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.202, root_relative_squared_error: 0.6733, scimark_benchmark: 1728.2461, usercpu_time_millis: 540, usercpu_time_millis_testing: 100, usercpu_time_millis_training: 440,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8115, f_measure: 0.332, kappa: 0.2749, kb_relative_information_score: 8822.3049, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.0995, number_of_instances: 28056, precision: 0.3341, predictive_accuracy: 0.3606, prior_entropy: 3.5053, recall: 0.3606, relative_absolute_error: 0.8709, root_mean_prior_squared_error: 0.2231, root_mean_squared_error: 0.2061, root_relative_squared_error: 0.924, scimark_benchmark: 1757.8395, usercpu_time_millis: 620, usercpu_time_millis_testing: 280, usercpu_time_millis_training: 340,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9552, f_measure: 0.6392, kappa: 0.6277, kb_relative_information_score: 13773.7488, mean_absolute_error: 0.0318, mean_prior_absolute_error: 0.074, number_of_instances: 20000, precision: 0.6557, predictive_accuracy: 0.6421, prior_entropy: 4.6998, recall: 0.6421, relative_absolute_error: 0.4301, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1394, root_relative_squared_error: 0.7248, scimark_benchmark: 1825.7695, usercpu_time_millis: 2990, usercpu_time_millis_testing: 1420, usercpu_time_millis_training: 1570,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9799, kappa: 0.9777, kb_relative_information_score: 3287.8104, mean_absolute_error: 0.1601, mean_prior_absolute_error: 0.18, number_of_instances: 10992, precision: 0.9799, predictive_accuracy: 0.9799, prior_entropy: 3.3208, recall: 0.9799, relative_absolute_error: 0.8898, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.272, root_relative_squared_error: 0.9066, scimark_benchmark: 1825.1903, usercpu_time_millis: 830, usercpu_time_millis_testing: 20, usercpu_time_millis_training: 810,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6815, f_measure: 0.5021, kappa: 0.2428, kb_relative_information_score: 321.1251, mean_absolute_error: 0.3718, mean_prior_absolute_error: 0.4308, number_of_instances: 1473, precision: 0.5176, predictive_accuracy: 0.4976, prior_entropy: 1.5392, recall: 0.4976, relative_absolute_error: 0.863, root_mean_prior_squared_error: 0.4641, root_mean_squared_error: 0.455, root_relative_squared_error: 0.9803, scimark_benchmark: 1833.4602, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.99, kappa: 0.9799, kb_relative_information_score: 3111.3459, mean_absolute_error: 0.0144, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.99, predictive_accuracy: 0.99, prior_entropy: 0.9986, recall: 0.99, relative_absolute_error: 0.0288, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.0973, root_relative_squared_error: 0.1947, scimark_benchmark: 1753.2991, usercpu_time_millis: 140, usercpu_time_millis_training: 140,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9419, kappa: 0.9177, kb_relative_information_score: 11565.5472, mean_absolute_error: 0.0379, mean_prior_absolute_error: 0.273, number_of_instances: 12960, precision: 0.9449, predictive_accuracy: 0.9441, prior_entropy: 1.7176, recall: 0.9441, relative_absolute_error: 0.139, root_mean_prior_squared_error: 0.3695, root_mean_squared_error: 0.1262, root_relative_squared_error: 0.3417, scimark_benchmark: 1807.0392, usercpu_time_millis: 110, usercpu_time_millis_testing: 30, usercpu_time_millis_training: 80,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1811.9665, usercpu_time_millis: 40, usercpu_time_millis_testing: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9929, kappa: 0.9857, kb_relative_information_score: 7972.2731, mean_absolute_error: 0.0101, mean_prior_absolute_error: 0.4994, number_of_instances: 8124, precision: 0.9929, predictive_accuracy: 0.9929, prior_entropy: 0.9991, recall: 0.9929, relative_absolute_error: 0.0201, root_mean_prior_squared_error: 0.4997, root_mean_squared_error: 0.0778, root_relative_squared_error: 0.1558, scimark_benchmark: 1764.2563, usercpu_time_millis: 40, usercpu_time_millis_testing: 30, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9634, f_measure: 0.7786, kappa: 0.7636, kb_relative_information_score: 1813.6666, mean_absolute_error: 0.0585, mean_prior_absolute_error: 0.2449, number_of_instances: 2310, precision: 0.8129, predictive_accuracy: 0.7974, prior_entropy: 2.8074, recall: 0.7974, relative_absolute_error: 0.2389, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2316, root_relative_squared_error: 0.6619, scimark_benchmark: 1796.1992, usercpu_time_millis: 100, usercpu_time_millis_testing: 50, usercpu_time_millis_training: 50,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7759, f_measure: 0.7383, kappa: 0.4175, kb_relative_information_score: 271.7697, mean_absolute_error: 0.291, mean_prior_absolute_error: 0.4545, number_of_instances: 768, precision: 0.7368, predictive_accuracy: 0.7422, prior_entropy: 0.9335, recall: 0.7422, relative_absolute_error: 0.6402, root_mean_prior_squared_error: 0.4766, root_mean_squared_error: 0.441, root_relative_squared_error: 0.9253, scimark_benchmark: 1816.5614,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8551, f_measure: 0.5256, kappa: 0.3974, kb_relative_information_score: 337.3446, mean_absolute_error: 0.1892, mean_prior_absolute_error: 0.3132, number_of_instances: 736, precision: 0.6124, predictive_accuracy: 0.5299, prior_entropy: 2.2629, recall: 0.5299, relative_absolute_error: 0.6039, root_mean_prior_squared_error: 0.3957, root_mean_squared_error: 0.3865, root_relative_squared_error: 0.9768, scimark_benchmark: 1838.7365, usercpu_time_millis: 20, usercpu_time_millis_testing: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7791, f_measure: 0.7402, kappa: 0.3675, kb_relative_information_score: 272.7791, mean_absolute_error: 0.2963, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.7372, predictive_accuracy: 0.748, prior_entropy: 0.8818, recall: 0.748, relative_absolute_error: 0.7052, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.424, root_relative_squared_error: 0.9252, scimark_benchmark: 1835.2493, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.967, f_measure: 0.8538, kappa: 0.7814, kb_relative_information_score: 3436.1523, mean_absolute_error: 0.1727, mean_prior_absolute_error: 0.4444, number_of_instances: 5000, precision: 0.8548, predictive_accuracy: 0.8542, prior_entropy: 1.5849, recall: 0.8542, relative_absolute_error: 0.3886, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.269, root_relative_squared_error: 0.5707, scimark_benchmark: 1693.0722, usercpu_time_millis: 1770, usercpu_time_millis_testing: 280, usercpu_time_millis_training: 1490,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7684, f_measure: 0.2444, kappa: 0.1712, kb_relative_information_score: 1029.4624, mean_absolute_error: 0.0564, mean_prior_absolute_error: 0.0618, number_of_instances: 4177, precision: 0.2476, predictive_accuracy: 0.2701, prior_entropy: 3.6268, recall: 0.2701, relative_absolute_error: 0.9125, root_mean_prior_squared_error: 0.1757, root_mean_squared_error: 0.1679, root_relative_squared_error: 0.9555, scimark_benchmark: 1810.4703, usercpu_time_millis: 5950, usercpu_time_millis_testing: 70, usercpu_time_millis_training: 5880,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8307, f_measure: 0.5899, kappa: 0.4779, kb_relative_information_score: 707.84, mean_absolute_error: 0.1021, mean_prior_absolute_error: 0.1555, number_of_instances: 1484, precision: 0.59, predictive_accuracy: 0.5991, prior_entropy: 2.5035, recall: 0.5991, relative_absolute_error: 0.6568, root_mean_prior_squared_error: 0.2787, root_mean_squared_error: 0.2329, root_relative_squared_error: 0.8355, scimark_benchmark: 1748.0479, usercpu_time_millis: 820, usercpu_time_millis_testing: 90, usercpu_time_millis_training: 730,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9653, f_measure: 0.839, kappa: 0.5994, kb_relative_information_score: 628.9842, mean_absolute_error: 0.0461, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8709, predictive_accuracy: 0.8731, prior_entropy: 1.2149, recall: 0.8731, relative_absolute_error: 0.3435, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.1597, root_relative_squared_error: 0.6184, scimark_benchmark: 1758.751, usercpu_time_millis: 260, usercpu_time_millis_testing: 260,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8471, f_measure: 0.5197, kappa: 0.3929, kb_relative_information_score: 282.6796, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.3132, number_of_instances: 736, precision: 0.5229, predictive_accuracy: 0.534, prior_entropy: 2.2629, recall: 0.534, relative_absolute_error: 0.7288, root_mean_prior_squared_error: 0.3957, root_mean_squared_error: 0.3329, root_relative_squared_error: 0.8412, scimark_benchmark: 1748.4067, usercpu_time_millis: 100, usercpu_time_millis_testing: 60, usercpu_time_millis_training: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.948, f_measure: 0.8901, kappa: 0.8778, kb_relative_information_score: 1770.5115, mean_absolute_error: 0.0236, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8906, predictive_accuracy: 0.89, prior_entropy: 3.3219, recall: 0.89, relative_absolute_error: 0.1312, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1417, root_relative_squared_error: 0.4725, scimark_benchmark: 1798.0325, usercpu_time_millis: 420, usercpu_time_millis_training: 420,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8897, f_measure: 0.8027, kappa: 0.7794, kb_relative_information_score: 1581.4626, mean_absolute_error: 0.0405, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8058, predictive_accuracy: 0.8015, prior_entropy: 3.3219, recall: 0.8015, relative_absolute_error: 0.2249, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1987, root_relative_squared_error: 0.6624, scimark_benchmark: 1727.204, usercpu_time_millis: 710, usercpu_time_millis_testing: 710,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9066, f_measure: 0.9476, kappa: 0.8677, kb_relative_information_score: 747.1415, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9511, predictive_accuracy: 0.9499, prior_entropy: 1.2149, recall: 0.9499, relative_absolute_error: 0.1398, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.1288, root_relative_squared_error: 0.4987, scimark_benchmark: 1804.5533, usercpu_time_millis: 120, usercpu_time_millis_testing: 120,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8994, f_measure: 0.8517, kappa: 0.6689, kb_relative_information_score: 599.7473, mean_absolute_error: 0.1681, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.8523, predictive_accuracy: 0.8539, prior_entropy: 0.9312, recall: 0.8539, relative_absolute_error: 0.371, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3328, root_relative_squared_error: 0.6993, scimark_benchmark: 1835.1146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7992, f_measure: 0.7323, kappa: 0.5986, kb_relative_information_score: 3167.4918, mean_absolute_error: 0.1786, mean_prior_absolute_error: 0.4444, number_of_instances: 5000, precision: 0.7322, predictive_accuracy: 0.7324, prior_entropy: 1.5849, recall: 0.7324, relative_absolute_error: 0.4018, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4222, root_relative_squared_error: 0.8957, scimark_benchmark: 1821.2083, usercpu_time_millis: 2560, usercpu_time_millis_testing: 2560,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9872, kappa: 0.9858, kb_relative_information_score: 5540.4067, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.18, number_of_instances: 5620, precision: 0.9873, predictive_accuracy: 0.9872, prior_entropy: 3.3218, recall: 0.9872, relative_absolute_error: 0.0162, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0506, root_relative_squared_error: 0.1686, scimark_benchmark: 1708.932, usercpu_time_millis: 4580, usercpu_time_millis_testing: 4580,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9906, kappa: 0.9791, kb_relative_information_score: 630.6758, mean_absolute_error: 0.1865, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9907, predictive_accuracy: 0.9906, prior_entropy: 0.9312, recall: 0.9906, relative_absolute_error: 0.4116, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2264, root_relative_squared_error: 0.4757, scimark_benchmark: 1824.3268, usercpu_time_millis: 80, usercpu_time_millis_testing: 80,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9812, kappa: 0.9749, kb_relative_information_score: 10151.8021, mean_absolute_error: 0.0858, mean_prior_absolute_error: 0.273, number_of_instances: 12960, precision: 0.9831, predictive_accuracy: 0.9829, prior_entropy: 1.7176, recall: 0.9829, relative_absolute_error: 0.3143, root_mean_prior_squared_error: 0.3695, root_mean_squared_error: 0.1463, root_relative_squared_error: 0.3961, scimark_benchmark: 1666.3118, usercpu_time_millis: 6130, usercpu_time_millis_testing: 6130,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9092, f_measure: 0.9082, kappa: 0.8077, kb_relative_information_score: 3697.1745, mean_absolute_error: 0.092, mean_prior_absolute_error: 0.4776, number_of_instances: 4601, precision: 0.9082, predictive_accuracy: 0.9083, prior_entropy: 0.9674, recall: 0.9083, relative_absolute_error: 0.1927, root_mean_prior_squared_error: 0.4886, root_mean_squared_error: 0.3029, root_relative_squared_error: 0.6198, scimark_benchmark: 1801.9525, usercpu_time_millis: 2840, usercpu_time_millis_testing: 2840,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7993, f_measure: 0.7101, kappa: 0.6184, kb_relative_information_score: 552.9307, mean_absolute_error: 0.1442, mean_prior_absolute_error: 0.3748, number_of_instances: 846, precision: 0.7073, predictive_accuracy: 0.7139, prior_entropy: 1.9991, recall: 0.7139, relative_absolute_error: 0.3848, root_mean_prior_squared_error: 0.4329, root_mean_squared_error: 0.3772, root_relative_squared_error: 0.8713, scimark_benchmark: 1783.0433, usercpu_time_millis: 80, usercpu_time_millis_testing: 80,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8752, f_measure: 0.959, kappa: 0.7794, kb_relative_information_score: 3827.7247, mean_absolute_error: 0.0166, mean_prior_absolute_error: 0.0762, number_of_instances: 5473, precision: 0.9585, predictive_accuracy: 0.9602, prior_entropy: 0.6391, recall: 0.9602, relative_absolute_error: 0.2184, root_mean_prior_squared_error: 0.1949, root_mean_squared_error: 0.1264, root_relative_squared_error: 0.6485, scimark_benchmark: 1637.8011, usercpu_time_millis: 1310, usercpu_time_millis_testing: 1310,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9765, f_measure: 0.9092, kappa: 0.902, kb_relative_information_score: 623.516, mean_absolute_error: 0.0121, mean_prior_absolute_error: 0.0961, number_of_instances: 683, precision: 0.9141, predictive_accuracy: 0.9107, prior_entropy: 3.8572, recall: 0.9107, relative_absolute_error: 0.1258, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.0881, root_relative_squared_error: 0.4023, scimark_benchmark: 1685.4841, usercpu_time_millis: 100, usercpu_time_millis_testing: 100,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 8123.8281, mean_absolute_error: 0, mean_prior_absolute_error: 0.4994, number_of_instances: 8124, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9991, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.4997, root_mean_squared_error: 0, root_relative_squared_error: 0, scimark_benchmark: 1576.3803, usercpu_time_millis: 5420, usercpu_time_millis_testing: 5420,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.9735, kappa: 0.9692, kb_relative_information_score: 2240.9843, mean_absolute_error: 0.0083, mean_prior_absolute_error: 0.2449, number_of_instances: 2310, precision: 0.9736, predictive_accuracy: 0.9736, prior_entropy: 2.8074, recall: 0.9736, relative_absolute_error: 0.0339, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.0867, root_relative_squared_error: 0.2478, scimark_benchmark: 1810.0893, usercpu_time_millis: 190, usercpu_time_millis_testing: 190,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6407, f_measure: 0.7049, kappa: 0.2889, kb_relative_information_score: 256.0091, mean_absolute_error: 0.2915, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.7019, predictive_accuracy: 0.709, prior_entropy: 0.8818, recall: 0.709, relative_absolute_error: 0.6937, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5388, root_relative_squared_error: 1.1759, scimark_benchmark: 1710.0695, usercpu_time_millis: 120, usercpu_time_millis_testing: 120,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.809, f_measure: 0.8127, kappa: 0.6201, kb_relative_information_score: 426.4074, mean_absolute_error: 0.188, mean_prior_absolute_error: 0.494, number_of_instances: 690, precision: 0.8127, predictive_accuracy: 0.813, prior_entropy: 0.9913, recall: 0.813, relative_absolute_error: 0.3805, root_mean_prior_squared_error: 0.497, root_mean_squared_error: 0.4317, root_relative_squared_error: 0.8687, scimark_benchmark: 1792.3541, usercpu_time_millis: 30, usercpu_time_millis_testing: 30,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5711, f_measure: 0.4393, kappa: 0.134, kb_relative_information_score: 298.453, mean_absolute_error: 0.3743, mean_prior_absolute_error: 0.4308, number_of_instances: 1473, precision: 0.4398, predictive_accuracy: 0.4392, prior_entropy: 1.5392, recall: 0.4392, relative_absolute_error: 0.8687, root_mean_prior_squared_error: 0.4641, root_mean_squared_error: 0.6004, root_relative_squared_error: 1.2937, scimark_benchmark: 1819.9818, usercpu_time_millis: 120, usercpu_time_millis_testing: 120,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.944, f_measure: 0.9074, kappa: 0.8846, kb_relative_information_score: 5719.0341, mean_absolute_error: 0.0315, mean_prior_absolute_error: 0.2701, number_of_instances: 6430, precision: 0.9089, predictive_accuracy: 0.9064, prior_entropy: 2.4836, recall: 0.9064, relative_absolute_error: 0.1165, root_mean_prior_squared_error: 0.3675, root_mean_squared_error: 0.1766, root_relative_squared_error: 0.4805, scimark_benchmark: 1736.256, usercpu_time_millis: 2190, usercpu_time_millis_testing: 2190,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 8123.9963, mean_prior_absolute_error: 0.4994, number_of_instances: 8124, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9991, recall: 1, root_mean_prior_squared_error: 0.4997, scimark_benchmark: 1798.9605, usercpu_time_millis: 90, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 80,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6267, f_measure: 0.6996, kappa: 0.2617, kb_relative_information_score: 106.3617, mean_absolute_error: 0.375, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.6955, predictive_accuracy: 0.715, prior_entropy: 0.8818, recall: 0.715, relative_absolute_error: 0.8926, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.4473, root_relative_squared_error: 0.9761, scimark_benchmark: 1745.0912, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9661, f_measure: 0.9516, kappa: 0.8936, kb_relative_information_score: 605.1372, mean_absolute_error: 0.0623, mean_prior_absolute_error: 0.452, number_of_instances: 699, precision: 0.9525, predictive_accuracy: 0.9514, prior_entropy: 0.9297, recall: 0.9514, relative_absolute_error: 0.1378, root_mean_prior_squared_error: 0.4753, root_mean_squared_error: 0.2058, root_relative_squared_error: 0.4331, scimark_benchmark: 1764.738, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6858, f_measure: 0.5227, kappa: 0.3856, kb_relative_information_score: 656.4455, mean_absolute_error: 0.096, mean_prior_absolute_error: 0.1555, number_of_instances: 1484, precision: 0.5237, predictive_accuracy: 0.5229, prior_entropy: 2.5035, recall: 0.5229, relative_absolute_error: 0.6176, root_mean_prior_squared_error: 0.2787, root_mean_squared_error: 0.3078, root_relative_squared_error: 1.1043, scimark_benchmark: 1633.0114, usercpu_time_millis: 140, usercpu_time_millis_testing: 140,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6921, f_measure: 0.5156, kappa: 0.3773, kb_relative_information_score: 312.1376, mean_absolute_error: 0.1966, mean_prior_absolute_error: 0.3132, number_of_instances: 736, precision: 0.5232, predictive_accuracy: 0.5109, prior_entropy: 2.2629, recall: 0.5109, relative_absolute_error: 0.6276, root_mean_prior_squared_error: 0.3957, root_mean_squared_error: 0.4407, root_relative_squared_error: 1.1136, scimark_benchmark: 1482.9176, usercpu_time_millis: 40, usercpu_time_millis_testing: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9533, f_measure: 0.8781, kappa: 0.8731, kb_relative_information_score: 17633.8537, mean_absolute_error: 0.0106, mean_prior_absolute_error: 0.074, number_of_instances: 20000, precision: 0.8786, predictive_accuracy: 0.878, prior_entropy: 4.6998, recall: 0.878, relative_absolute_error: 0.1436, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.0909, root_relative_squared_error: 0.4727, scimark_benchmark: 1674.5007, usercpu_time_millis: 1120, usercpu_time_millis_testing: 100, usercpu_time_millis_training: 1020,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9298, f_measure: 0.861, kappa: 0.8298, kb_relative_information_score: 5348.025, mean_absolute_error: 0.0493, mean_prior_absolute_error: 0.2701, number_of_instances: 6430, precision: 0.8601, predictive_accuracy: 0.8622, prior_entropy: 2.4836, recall: 0.8622, relative_absolute_error: 0.1827, root_mean_prior_squared_error: 0.3675, root_mean_squared_error: 0.2048, root_relative_squared_error: 0.5572, scimark_benchmark: 1685.3264, usercpu_time_millis: 320, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 310,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.9658, kappa: 0.962, kb_relative_information_score: 10585.2524, mean_absolute_error: 0.0078, mean_prior_absolute_error: 0.18, number_of_instances: 10992, precision: 0.9658, predictive_accuracy: 0.9658, prior_entropy: 3.3208, recall: 0.9658, relative_absolute_error: 0.0435, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0804, root_relative_squared_error: 0.268, scimark_benchmark: 1773.0974, usercpu_time_millis: 250, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 240,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6725, f_measure: 0.7006, kappa: 0.3363, kb_relative_information_score: 244.9883, mean_absolute_error: 0.2975, mean_prior_absolute_error: 0.4545, number_of_instances: 768, precision: 0.6988, predictive_accuracy: 0.7031, prior_entropy: 0.9335, recall: 0.7031, relative_absolute_error: 0.6545, root_mean_prior_squared_error: 0.4766, root_mean_squared_error: 0.5441, root_relative_squared_error: 1.1415, scimark_benchmark: 1717.6167, usercpu_time_millis: 50, usercpu_time_millis_testing: 50,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8793, f_measure: 0.561, kappa: 0.5117, kb_relative_information_score: 15812.2703, mean_absolute_error: 0.0581, mean_prior_absolute_error: 0.0995, number_of_instances: 28056, precision: 0.5632, predictive_accuracy: 0.5647, prior_entropy: 3.5053, recall: 0.5647, relative_absolute_error: 0.5843, root_mean_prior_squared_error: 0.2231, root_mean_squared_error: 0.1852, root_relative_squared_error: 0.8301, scimark_benchmark: 1729.6934, usercpu_time_millis: 80, usercpu_time_millis_testing: 40, usercpu_time_millis_training: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9527, f_measure: 0.9696, kappa: 0.8412, kb_relative_information_score: 4232.2815, mean_absolute_error: 0.0159, mean_prior_absolute_error: 0.0762, number_of_instances: 5473, precision: 0.9694, predictive_accuracy: 0.97, prior_entropy: 0.6391, recall: 0.97, relative_absolute_error: 0.2088, root_mean_prior_squared_error: 0.1949, root_mean_squared_error: 0.1038, root_relative_squared_error: 0.533, scimark_benchmark: 1738.3565, usercpu_time_millis: 60, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 50,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9533, f_measure: 0.9042, kappa: 0.8936, kb_relative_information_score: 5044.4696, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.18, number_of_instances: 5620, precision: 0.9043, predictive_accuracy: 0.9043, prior_entropy: 3.3218, recall: 0.9043, relative_absolute_error: 0.1184, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1336, root_relative_squared_error: 0.4452, scimark_benchmark: 1669.1364, usercpu_time_millis: 310, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 300,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 8123.9963, mean_prior_absolute_error: 0.4994, number_of_instances: 8124, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9991, recall: 1, root_mean_prior_squared_error: 0.4997, scimark_benchmark: 1679.8744, usercpu_time_millis: 40, usercpu_time_millis_training: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8335, f_measure: 0.6092, kappa: 0.5025, kb_relative_information_score: 386.0476, mean_absolute_error: 0.1766, mean_prior_absolute_error: 0.3132, number_of_instances: 736, precision: 0.6259, predictive_accuracy: 0.6168, prior_entropy: 2.2629, recall: 0.6168, relative_absolute_error: 0.5637, root_mean_prior_squared_error: 0.3957, root_mean_squared_error: 0.3361, root_relative_squared_error: 0.8494, scimark_benchmark: 1796.1905,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6398, f_measure: 0.6969, kappa: 0.2584, kb_relative_information_score: 161.0546, mean_absolute_error: 0.3443, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.692, predictive_accuracy: 0.709, prior_entropy: 0.8818, recall: 0.709, relative_absolute_error: 0.8195, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.4789, root_relative_squared_error: 1.0451, scimark_benchmark: 1802.5661, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6743, f_measure: 0.523, kappa: 0.2604, kb_relative_information_score: 379.3701, mean_absolute_error: 0.3506, mean_prior_absolute_error: 0.4308, number_of_instances: 1473, precision: 0.5224, predictive_accuracy: 0.5241, prior_entropy: 1.5392, recall: 0.5241, relative_absolute_error: 0.8139, root_mean_prior_squared_error: 0.4641, root_mean_squared_error: 0.4706, root_relative_squared_error: 1.014, scimark_benchmark: 1765.4939, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9589, f_measure: 0.9458, kappa: 0.8806, kb_relative_information_score: 593.6566, mean_absolute_error: 0.0699, mean_prior_absolute_error: 0.452, number_of_instances: 699, precision: 0.9463, predictive_accuracy: 0.9456, prior_entropy: 0.9297, recall: 0.9456, relative_absolute_error: 0.1546, root_mean_prior_squared_error: 0.4753, root_mean_squared_error: 0.2204, root_relative_squared_error: 0.4638, scimark_benchmark: 1730.112, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7908, f_measure: 0.392, kappa: 0.2968, kb_relative_information_score: 542.2867, mean_absolute_error: 0.1233, mean_prior_absolute_error: 0.1555, number_of_instances: 1484, precision: 0.476, predictive_accuracy: 0.4077, prior_entropy: 2.5035, recall: 0.4077, relative_absolute_error: 0.7929, root_mean_prior_squared_error: 0.2787, root_mean_squared_error: 0.2801, root_relative_squared_error: 1.0051, scimark_benchmark: 798.3765, usercpu_time_millis: 50, usercpu_time_millis_testing: 20, usercpu_time_millis_training: 30,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8218, f_measure: 0.7523, kappa: 0.5816, kb_relative_information_score: 311.6665, mean_absolute_error: 0.1843, mean_prior_absolute_error: 0.3798, number_of_instances: 625, precision: 0.7392, predictive_accuracy: 0.768, prior_entropy: 1.3212, recall: 0.768, relative_absolute_error: 0.4852, root_mean_prior_squared_error: 0.4356, root_mean_squared_error: 0.3639, root_relative_squared_error: 0.8354, scimark_benchmark: 1406.8582, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9558, f_measure: 0.7877, kappa: 0.6999, kb_relative_information_score: 3626.5056, mean_absolute_error: 0.1356, mean_prior_absolute_error: 0.4444, number_of_instances: 5000, precision: 0.8341, predictive_accuracy: 0.7996, prior_entropy: 1.5849, recall: 0.7996, relative_absolute_error: 0.3051, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3369, root_relative_squared_error: 0.7148, scimark_benchmark: 1400.8897, usercpu_time_millis: 160, usercpu_time_millis_testing: 70, usercpu_time_millis_training: 90,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9246, kappa: 0.9181, kb_relative_information_score: 634.7924, mean_absolute_error: 0.0095, mean_prior_absolute_error: 0.0961, number_of_instances: 683, precision: 0.933, predictive_accuracy: 0.9253, prior_entropy: 3.8572, recall: 0.9253, relative_absolute_error: 0.099, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.082, root_relative_squared_error: 0.3742, scimark_benchmark: 1738.8621, usercpu_time_millis: 90, usercpu_time_millis_testing: 20, usercpu_time_millis_training: 70,
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