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Tuning objective: prec Begin time: 2016-02-10 04:04:44 Dataset: antV0 ------------------------------ The.cart.max_features: 0.84 The.cart.max_depth: 22 The.cart.min_samples_split: 9 The.cart.min_samples_leaf: 1 The.option.threshold: 0.58 evaluation: 60 Tuned_CART Running Time: 3.546 ------------------------------ Grid_CART Running Time: 1.081 ------------------------------ Naive_CART Running Time: 0.099 ------------------------------ The.rf.min_samples_split: 15 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 19 The.rf.n_estimators: 104 The.rf.max_features: 0.16 The.option.threshold: 0.71 evaluation: 70 Tuned_RF Running Time: 20.236 ------------------------------ Grid_RF Running Time: 84.373 ------------------------------ Naive_RF Running Time: 0.421 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 72 , 0 (* | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Naive_RF: Y-Def , 77 , 0 ( * | ), 0.77, 0.77, 0.77, 0.77, 0.77 1 , Grid_CART: Y-Def , 83 , 0 ( * ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Tuned_CART: Y-Def , 86 , 0 ( | * ), 0.86, 0.86, 0.86, 0.86, 0.86 1 , Tuned_RF: Y-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Grid_RF: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 43 , 0 (* | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_RF: Y-Def , 50 , 0 ( * | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_CART: Y-Def , 59 , 0 ( *| ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_CART: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_CART: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Grid_RF: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 90 , 0 (* | ), 0.90, 0.90, 0.90, 0.90, 0.90 1 , Grid_CART: Y-Def , 90 , 0 (* | ), 0.90, 0.90, 0.90, 0.90, 0.90 1 , Tuned_CART: Y-Def , 91 , 0 ( * | ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Grid_RF: Y-Def , 91 , 0 ( * | ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Naive_RF: Y-Def , 92 , 0 ( *| ), 0.92, 0.92, 0.92, 0.92, 0.92 1 , Tuned_RF: Y-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 80 , 0 (* | ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Naive_RF: Y-Def , 84 , 0 ( * | ), 0.84, 0.84, 0.84, 0.84, 0.84 1 , Grid_CART: Y-Def , 86 , 0 ( * | ), 0.86, 0.86, 0.86, 0.86, 0.86 1 , Tuned_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Grid_RF: Y-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 1 , Tuned_RF: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 39 , 0 (* | ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Grid_CART: Y-Def , 45 , 0 ( * | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Naive_CART: Y-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_CART: Y-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Naive_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_RF: Y-Def , 69 , 0 ( | *), 0.69, 0.69, 0.69, 0.69, 0.69 End time :2016-02-10 04:06:34 Tuning objective: prec Begin time: 2016-02-10 04:06:34 Dataset: antV1 ------------------------------ The.cart.max_features: 0.01 The.cart.max_depth: 32 The.cart.min_samples_split: 16 The.cart.min_samples_leaf: 12 The.option.threshold: 0.04 evaluation: 60 Tuned_CART Running Time: 5.216 ------------------------------ Grid_CART Running Time: 1.269 ------------------------------ Naive_CART Running Time: 0.135 ------------------------------ The.rf.min_samples_split: 5 The.rf.min_samples_leaf : 6 The.rf.max_leaf_nodes: 18 The.rf.n_estimators: 95 The.rf.max_features: 0.3 The.option.threshold: 0.03 evaluation: 50 Tuned_RF Running Time: 17.401 ------------------------------ Grid_RF Running Time: 88.753 ------------------------------ Naive_RF Running Time: 0.504 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Grid_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_RF: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Tuned_CART: Y-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 1 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Grid_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_CART: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Tuned_CART: Y-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Tuned_RF: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 26 , 0 (* | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Tuned_CART: Y-Def , 27 , 0 (* | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 55 , 0 ( * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Grid_CART: Y-Def , 55 , 0 ( * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 1 , Grid_RF: Y-Def , 83 , 0 ( | *), 0.83, 0.83, 0.83, 0.83, 0.83 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Grid_CART: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Naive_CART: Y-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_RF: Y-Def , 38 , 0 ( | * ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_CART: Y-Def , 42 , 0 ( | *), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Tuned_RF: Y-Def , 42 , 0 ( | *), 0.42, 0.42, 0.42, 0.42, 0.42 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Grid_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_CART: Y-Def , 28 , 0 ( | * ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Naive_RF: Y-Def , 42 , 0 ( | *), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_CART: Y-Def , 43 , 0 ( | *), 0.43, 0.43, 0.43, 0.43, 0.43 End time :2016-02-10 04:08:28 Tuning objective: prec Begin time: 2016-02-10 04:08:28 Dataset: antV2 ------------------------------ The.cart.max_features: 0.71 The.cart.max_depth: 46 The.cart.min_samples_split: 9 The.cart.min_samples_leaf: 13 The.option.threshold: 0.67 evaluation: 60 Tuned_CART Running Time: 7.771 ------------------------------ Grid_CART Running Time: 1.6 ------------------------------ Naive_CART Running Time: 0.219 ------------------------------ The.rf.min_samples_split: 15 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 20 The.rf.n_estimators: 122 The.rf.max_features: 0.85 The.option.threshold: 0.95 evaluation: 60 Tuned_RF Running Time: 25.1 ------------------------------ Grid_RF Running Time: 95.016 ------------------------------ Naive_RF Running Time: 0.76 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_CART: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Grid_CART: Y-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Grid_RF: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_RF: Y-Def , 59 , 0 ( | *), 0.59, 0.59, 0.59, 0.59, 0.59 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Grid_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_RF: Y-Def , 12 , 0 ( | * ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_CART: Y-Def , 18 , 0 ( | *), 0.18, 0.18, 0.18, 0.18, 0.18 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 42 , 0 (* | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_RF: Y-Def , 56 , 0 ( * | ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Grid_CART: Y-Def , 68 , 0 ( * | ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Grid_RF: Y-Def , 69 , 0 ( * | ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_CART: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_CART: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_CART: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Grid_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Grid_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: Y-Def , 57 , 0 ( | *), 0.58, 0.58, 0.58, 0.58, 0.58 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_CART: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Grid_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Grid_RF: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_CART: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 70 , 0 ( | *), 0.70, 0.70, 0.70, 0.70, 0.70 End time :2016-02-10 04:10:38 Tuning objective: prec Begin time: 2016-02-10 04:10:38 Dataset: camelV0 ------------------------------ The.cart.max_features: 0.99 The.cart.max_depth: 43 The.cart.min_samples_split: 20 The.cart.min_samples_leaf: 1 The.option.threshold: 0.72 evaluation: 70 Tuned_CART Running Time: 12.045 ------------------------------ Grid_CART Running Time: 2.01 ------------------------------ Naive_CART Running Time: 0.277 ------------------------------ The.rf.min_samples_split: 6 The.rf.min_samples_leaf : 3 The.rf.max_leaf_nodes: 11 The.rf.n_estimators: 72 The.rf.max_features: 0.44 The.option.threshold: 0.5 evaluation: 70 Tuned_RF Running Time: 31.287 ------------------------------ Grid_RF Running Time: 106.362 ------------------------------ Naive_RF Running Time: 1.036 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 62 , 0 (* | ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Naive_CART: Y-Def , 73 , 0 ( * | ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Grid_CART: Y-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 1 , Grid_RF: Y-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Tuned_CART: Y-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 1 , Tuned_RF: Y-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 28 , 0 (* | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_CART: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Grid_CART: Y-Def , 63 , 0 ( *| ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Grid_RF: Y-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Tuned_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 1 , Tuned_RF: Y-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 83 , 0 (* | ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Tuned_RF: Y-Def , 83 , 0 (* | ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Grid_RF: Y-Def , 86 , 0 ( * | ), 0.86, 0.86, 0.86, 0.86, 0.86 1 , Grid_CART: Y-Def , 87 , 0 ( *| ), 0.87, 0.87, 0.87, 0.87, 0.87 1 , Naive_CART: Y-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 1 , Naive_RF: Y-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 74 , 0 (* | ), 0.74, 0.74, 0.74, 0.74, 0.74 1 , Naive_CART: Y-Def , 80 , 0 ( * | ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Grid_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Tuned_CART: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 1 , Tuned_RF: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 1 , Grid_RF: Y-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Grid_RF: Y-Def , 37 , 0 ( |* ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Grid_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_CART: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Naive_RF: Y-Def , 66 , 0 ( | *), 0.66, 0.66, 0.66, 0.66, 0.66 End time :2016-02-10 04:13:11 Tuning objective: prec Begin time: 2016-02-10 04:13:11 Dataset: camelV1 ------------------------------ The.cart.max_features: 0.13 The.cart.max_depth: 43 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 7 The.option.threshold: 0.01 evaluation: 60 Tuned_CART Running Time: 15.593 ------------------------------ Grid_CART Running Time: 2.66 ------------------------------ Naive_CART Running Time: 0.421 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 7 The.rf.max_leaf_nodes: 28 The.rf.n_estimators: 67 The.rf.max_features: 0.38 The.option.threshold: 0.18 evaluation: 60 Tuned_RF Running Time: 37.948 ------------------------------ Grid_RF Running Time: 117.867 ------------------------------ Naive_RF Running Time: 1.454 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Grid_CART: Y-Def , 32 , 0 ( * | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Naive_CART: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_RF: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Tuned_CART: Y-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 1 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_CART: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Grid_CART: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_RF: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Tuned_RF: Y-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_RF: Y-Def , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Grid_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_RF: Y-Def , 33 , 0 ( |* ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Grid_RF: Y-Def , 44 , 0 ( | *), 0.44, 0.44, 0.44, 0.44, 0.44 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Grid_CART: Y-Def , 32 , 0 ( *| ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Tuned_CART: Y-Def , 33 , 0 ( * ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_RF: Y-Def , 33 , 0 ( * ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_RF: Y-Def , 41 , 0 ( | *), 0.41, 0.41, 0.41, 0.41, 0.41 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Grid_RF: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Grid_CART: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Naive_RF: Y-Def , 62 , 0 ( | *), 0.62, 0.62, 0.62, 0.62, 0.62 End time :2016-02-10 04:16:07 Tuning objective: prec Begin time: 2016-02-10 04:16:07 Dataset: ivyV0 ------------------------------ The.cart.max_features: 0.99 The.cart.max_depth: 43 The.cart.min_samples_split: 4 The.cart.min_samples_leaf: 7 The.option.threshold: 0.72 evaluation: 50 Tuned_CART Running Time: 3.222 ------------------------------ Grid_CART Running Time: 1.11 ------------------------------ Naive_CART Running Time: 0.121 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 8 The.rf.max_leaf_nodes: 30 The.rf.n_estimators: 76 The.rf.max_features: 0.5 The.option.threshold: 1 evaluation: 60 Tuned_RF Running Time: 17.241 ------------------------------ Grid_RF Running Time: 79.831 ------------------------------ Naive_RF Running Time: 0.473 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_RF: Y-Def , 56 , 0 ( * | ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Naive_RF: Y-Def , 70 , 0 ( * | ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Naive_CART: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Grid_CART: Y-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Grid_RF: Y-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 7 , 0 (* | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Tuned_RF: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_RF: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Naive_CART: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Grid_RF: Y-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 1 , Grid_CART: Y-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 89 , 0 (* | ), 0.89, 0.89, 0.89, 0.89, 0.89 1 , Grid_CART: Y-Def , 89 , 0 (* | ), 0.89, 0.89, 0.89, 0.89, 0.89 1 , Naive_CART: Y-Def , 91 , 0 ( * | ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Naive_RF: Y-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Tuned_RF: Y-Def , 97 , 0 ( | * ), 0.97, 0.97, 0.97, 0.97, 0.97 1 , Tuned_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 67 , 0 (* | ), 0.67, 0.67, 0.67, 0.67, 0.67 1 , Tuned_RF: Y-Def , 71 , 0 ( * | ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Naive_RF: Y-Def , 81 , 0 ( |* ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Naive_CART: Y-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 1 , Grid_CART: Y-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 1 , Grid_RF: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 18 , 0 (* | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Grid_RF: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Naive_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Tuned_CART: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Naive_RF: Y-Def , 73 , 0 ( | *), 0.73, 0.73, 0.73, 0.73, 0.73 End time :2016-02-10 04:17:49 Tuning objective: prec Begin time: 2016-02-10 04:17:49 Dataset: jeditV0 ------------------------------ The.cart.max_features: 0.42 The.cart.max_depth: 22 The.cart.min_samples_split: 13 The.cart.min_samples_leaf: 1 The.option.threshold: 1 evaluation: 80 Tuned_CART Running Time: 7.62 ------------------------------ Grid_CART Running Time: 1.327 ------------------------------ Naive_CART Running Time: 0.148 ------------------------------ The.rf.min_samples_split: 14 The.rf.min_samples_leaf : 7 The.rf.max_leaf_nodes: 35 The.rf.n_estimators: 68 The.rf.max_features: 0.93 The.option.threshold: 0.86 evaluation: 60 Tuned_RF Running Time: 22.732 ------------------------------ Grid_RF Running Time: 87.265 ------------------------------ Naive_RF Running Time: 0.651 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 48 , 0 (* | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Grid_RF: Y-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_CART: Y-Def , 55 , 0 ( * | ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Tuned_CART: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_RF: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 1 , Naive_RF: Y-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 7 , 0 (* | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Grid_CART: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Naive_CART: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Tuned_CART: Y-Def , 17 , 0 ( *| ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_RF: Y-Def , 25 , 0 ( | * ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_RF: Y-Def , 27 , 0 ( | *), 0.27, 0.27, 0.27, 0.27, 0.27 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 49 , 0 (* | ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Naive_RF: Y-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_CART: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Grid_CART: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Naive_CART: Y-Def , 56 , 0 ( * | ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Grid_RF: Y-Def , 70 , 0 ( | *), 0.70, 0.70, 0.70, 0.70, 0.70 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_CART: Y-Def , 56 , 0 ( * | ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Tuned_CART: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 63 , 0 ( | *), 0.63, 0.63, 0.63, 0.63, 0.63 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 61 , 0 (* | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Grid_RF: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Naive_CART: Y-Def , 67 , 0 ( * | ), 0.67, 0.67, 0.67, 0.67, 0.67 1 , Tuned_CART: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Tuned_RF: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Naive_RF: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 End time :2016-02-10 04:19:49 Tuning objective: prec Begin time: 2016-02-10 04:19:49 Dataset: jeditV1 ------------------------------ The.cart.max_features: 0.71 The.cart.max_depth: 46 The.cart.min_samples_split: 9 The.cart.min_samples_leaf: 16 The.option.threshold: 0.67 evaluation: 50 Tuned_CART Running Time: 5.54 ------------------------------ Grid_CART Running Time: 1.421 ------------------------------ Naive_CART Running Time: 0.173 ------------------------------ The.rf.min_samples_split: 13 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 13 The.rf.n_estimators: 81 The.rf.max_features: 0.98 The.option.threshold: 1 evaluation: 100 Tuned_RF Running Time: 33.838 ------------------------------ Grid_RF Running Time: 88.565 ------------------------------ Naive_RF Running Time: 0.689 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 57 , 0 (* | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_CART: Y-Def , 57 , 0 (* | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Tuned_CART: Y-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_RF: Y-Def , 64 , 0 ( * | ), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Naive_CART: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Naive_RF: Y-Def , 79 , 0 ( | *), 0.79, 0.79, 0.79, 0.79, 0.79 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_RF: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_CART: Y-Def , 17 , 0 ( *| ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_CART: Y-Def , 21 , 0 ( | * ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 24 , 0 ( | *), 0.24, 0.24, 0.24, 0.24, 0.24 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 32 , 0 (* | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Grid_CART: Y-Def , 32 , 0 (* | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Naive_RF: Y-Def , 32 , 0 (* | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Tuned_RF: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_CART: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Grid_RF: Y-Def , 45 , 0 ( | *), 0.45, 0.45, 0.45, 0.45, 0.45 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 42 , 0 (* | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_CART: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_RF: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Tuned_CART: Y-Def , 50 , 0 ( | *), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Grid_RF: Y-Def , 50 , 0 ( | *), 0.50, 0.50, 0.50, 0.50, 0.50 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 68 , 0 (* | ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Grid_RF: Y-Def , 70 , 0 ( * | ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Tuned_CART: Y-Def , 71 , 0 ( * | ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Naive_CART: Y-Def , 72 , 0 ( * | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_RF: Y-Def , 73 , 0 ( |* ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Naive_RF: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 End time :2016-02-10 04:21:59 Tuning objective: prec Begin time: 2016-02-10 04:21:59 Dataset: jeditV2 ------------------------------ The.cart.max_features: 0.13 The.cart.max_depth: 1 The.cart.min_samples_split: 6 The.cart.min_samples_leaf: 10 The.option.threshold: 1 evaluation: 60 Tuned_CART Running Time: 7.283 ------------------------------ Grid_CART Running Time: 1.478 ------------------------------ Naive_CART Running Time: 0.202 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 7 The.rf.max_leaf_nodes: 10 The.rf.n_estimators: 121 The.rf.max_features: 0.94 The.option.threshold: 1 evaluation: 70 Tuned_RF Running Time: 26.99 ------------------------------ Grid_RF Running Time: 90.743 ------------------------------ Naive_RF Running Time: 0.751 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 27 , 0 (* | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Tuned_RF: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Grid_RF: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Naive_CART: Y-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Grid_CART: Y-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Naive_RF: Y-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Grid_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Grid_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_CART: Y-Def , 15 , 0 ( * ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_RF: Y-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Naive_RF: Y-Def , 26 , 0 ( | *), 0.26, 0.26, 0.26, 0.26, 0.26 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_RF: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_CART: Y-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Grid_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_RF: Y-Def , 10 , 0 ( |* ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 15 , 0 ( | *), 0.15, 0.15, 0.15, 0.15, 0.15 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 8 , 0 (* | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Tuned_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_CART: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Grid_CART: Y-Def , 15 , 0 ( | * ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_RF: Y-Def , 16 , 0 ( | * ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Tuned_CART: Y-Def , 20 , 0 ( | *), 0.20, 0.20, 0.20, 0.20, 0.20 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 42 , 0 (* | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Tuned_RF: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Naive_CART: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Grid_CART: Y-Def , 67 , 0 ( | *), 0.67, 0.67, 0.67, 0.67, 0.67 End time :2016-02-10 04:24:07 Tuning objective: prec Begin time: 2016-02-10 04:24:07 Dataset: log4jV0 ------------------------------ The.cart.max_features: 0.01 The.cart.max_depth: 24 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 9 The.option.threshold: 0.01 evaluation: 70 Tuned_CART Running Time: 3.069 ------------------------------ Grid_CART Running Time: 0.967 ------------------------------ Naive_CART Running Time: 0.071 ------------------------------ The.rf.min_samples_split: 13 The.rf.min_samples_leaf : 20 The.rf.max_leaf_nodes: 24 The.rf.n_estimators: 104 The.rf.max_features: 0.01 The.option.threshold: 0.41 evaluation: 90 Tuned_RF Running Time: 24.379 ------------------------------ Grid_RF Running Time: 76.028 ------------------------------ Naive_RF Running Time: 0.339 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 31 , 0 (* | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Tuned_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Naive_RF: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Naive_CART: Y-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Grid_RF: Y-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Grid_CART: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 8 , 0 (* | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Tuned_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_CART: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_RF: Y-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Grid_CART: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 8 , 0 (* | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 22 , 0 ( | *), 0.22, 0.22, 0.22, 0.22, 0.22 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 15 , 0 (* | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_CART: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Tuned_RF: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Naive_RF: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Tuned_CART: Y-Def , 26 , 0 ( | *), 0.26, 0.26, 0.26, 0.26, 0.26 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 36 , 0 (* | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Grid_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Tuned_CART: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_RF: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Tuned_RF: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 End time :2016-02-10 04:25:51 Tuning objective: prec Begin time: 2016-02-10 04:25:51 Dataset: luceneV0 ------------------------------ The.cart.max_features: 0.96 The.cart.max_depth: 12 The.cart.min_samples_split: 20 The.cart.min_samples_leaf: 4 The.option.threshold: 0.01 evaluation: 60 Tuned_CART Running Time: 4.647 ------------------------------ Grid_CART Running Time: 1.282 ------------------------------ Naive_CART Running Time: 0.125 ------------------------------ The.rf.min_samples_split: 5 The.rf.min_samples_leaf : 6 The.rf.max_leaf_nodes: 18 The.rf.n_estimators: 95 The.rf.max_features: 0.3 The.option.threshold: 0.03 evaluation: 50 Tuned_RF Running Time: 17.579 ------------------------------ Grid_RF Running Time: 86.021 ------------------------------ Naive_RF Running Time: 0.761 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Naive_RF: Y-Def , 32 , 0 ( * | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Grid_CART: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Grid_RF: Y-Def , 69 , 0 ( | *), 0.69, 0.69, 0.69, 0.69, 0.69 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Naive_RF: Y-Def , 21 , 0 ( *| ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_CART: Y-Def , 33 , 0 ( | * ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_RF: Y-Def , 33 , 0 ( | * ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_CART: Y-Def , 44 , 0 ( | *), 0.44, 0.44, 0.44, 0.44, 0.44 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_CART: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_CART: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Grid_RF: Y-Def , 57 , 0 ( | *), 0.58, 0.58, 0.58, 0.58, 0.58 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_RF: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Grid_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Grid_RF: Y-Def , 63 , 0 ( | *), 0.63, 0.63, 0.63, 0.63, 0.63 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 44 , 0 ( | * ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Naive_RF: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_CART: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Grid_CART: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Grid_RF: Y-Def , 68 , 0 ( | *), 0.68, 0.68, 0.68, 0.68, 0.68 End time :2016-02-10 04:27:42 Tuning objective: prec Begin time: 2016-02-10 04:27:42 Dataset: poiV0 ------------------------------ The.cart.max_features: 0.45 The.cart.max_depth: 32 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 7 The.option.threshold: 1 evaluation: 90 Tuned_CART Running Time: 9.376 ------------------------------ Grid_CART Running Time: 1.486 ------------------------------ Naive_CART Running Time: 0.177 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 7 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 105 The.rf.max_features: 0.84 The.option.threshold: 1 evaluation: 60 Tuned_RF Running Time: 22.598 ------------------------------ Grid_RF Running Time: 90.245 ------------------------------ Naive_RF Running Time: 0.639 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 61 , 0 (* | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Naive_RF: Y-Def , 69 , 0 ( * | ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_CART: Y-Def , 72 , 0 ( * | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Naive_CART: Y-Def , 78 , 0 ( *| ), 0.78, 0.78, 0.78, 0.78, 0.78 1 , Grid_CART: Y-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Grid_RF: Y-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 28 , 0 (* | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_CART: Y-Def , 45 , 0 ( * | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Naive_RF: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Naive_CART: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Grid_CART: Y-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Grid_RF: Y-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 35 , 0 (* | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Grid_RF: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_RF: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Grid_CART: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_CART: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_RF: Y-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 47 , 0 (* | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_CART: Y-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Grid_RF: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Grid_CART: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Tuned_CART: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Tuned_RF: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 16 , 0 (* | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Grid_CART: Y-Def , 30 , 0 ( * | ), 0.30, 0.30, 0.30, 0.30, 0.30 1 , Naive_CART: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_RF: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Tuned_RF: Y-Def , 65 , 0 ( | *), 0.65, 0.65, 0.65, 0.65, 0.65 End time :2016-02-10 04:29:46 Tuning objective: prec Begin time: 2016-02-10 04:29:46 Dataset: poiV1 ------------------------------ The.cart.max_features: 0.24 The.cart.max_depth: 12 The.cart.min_samples_split: 5 The.cart.min_samples_leaf: 9 The.option.threshold: 0.3 evaluation: 50 Tuned_CART Running Time: 6.766 ------------------------------ Grid_CART Running Time: 1.646 ------------------------------ Naive_CART Running Time: 0.194 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 12 The.rf.max_leaf_nodes: 25 The.rf.n_estimators: 74 The.rf.max_features: 0.8 The.option.threshold: 0.13 evaluation: 60 Tuned_RF Running Time: 23.713 ------------------------------ Grid_RF Running Time: 95.31 ------------------------------ Naive_RF Running Time: 0.791 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 56 , 0 (* | ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Naive_RF: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_RF: Y-Def , 75 , 0 ( *| ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Grid_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Grid_RF: Y-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 1 , Tuned_CART: Y-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_RF: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Tuned_CART: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 1 , Grid_RF: Y-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Grid_CART: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 40 , 0 (* | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Grid_RF: Y-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Tuned_RF: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Tuned_CART: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Naive_CART: Y-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_RF: Y-Def , 59 , 0 ( | *), 0.59, 0.59, 0.59, 0.59, 0.59 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_RF: Y-Def , 55 , 0 ( * | ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Grid_CART: Y-Def , 55 , 0 ( * | ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Grid_RF: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Tuned_CART: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 61 , 0 ( | *), 0.61, 0.61, 0.61, 0.61, 0.61 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 38 , 0 (* | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Grid_RF: Y-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Tuned_CART: Y-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_RF: Y-Def , 55 , 0 ( |* ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_CART: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 68 , 0 ( | *), 0.68, 0.68, 0.68, 0.68, 0.68 End time :2016-02-10 04:31:55 Tuning objective: prec Begin time: 2016-02-10 04:31:55 Dataset: synapseV0 ------------------------------ The.cart.max_features: 1 The.cart.max_depth: 32 The.cart.min_samples_split: 16 The.cart.min_samples_leaf: 2 The.option.threshold: 0.95 evaluation: 60 Tuned_CART Running Time: 4.191 ------------------------------ Grid_CART Running Time: 1.143 ------------------------------ Naive_CART Running Time: 0.095 ------------------------------ The.rf.min_samples_split: 10 The.rf.min_samples_leaf : 12 The.rf.max_leaf_nodes: 50 The.rf.n_estimators: 50 The.rf.max_features: 0.56 The.option.threshold: 0.54 evaluation: 80 Tuned_RF Running Time: 23.785 ------------------------------ Grid_RF Running Time: 83.672 ------------------------------ Naive_RF Running Time: 0.517 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 81 , 0 (* | ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Naive_RF: Y-Def , 85 , 0 ( * | ), 0.85, 0.85, 0.85, 0.85, 0.85 1 , Grid_CART: Y-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 1 , Grid_RF: Y-Def , 97 , 0 ( | * ), 0.97, 0.97, 0.97, 0.97, 0.97 1 , Tuned_RF: Y-Def , 98 , 0 ( | * ), 0.98, 0.98, 0.98, 0.98, 0.98 1 , Tuned_CART: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 53 , 0 (* | ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Naive_CART: Y-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Grid_CART: Y-Def , 76 , 0 ( |* ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Grid_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 1 , Tuned_CART: Y-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Tuned_RF: Y-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 66 , 0 (* | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_CART: Y-Def , 67 , 0 ( * | ), 0.67, 0.67, 0.67, 0.67, 0.67 1 , Grid_RF: Y-Def , 70 , 0 ( * | ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Grid_CART: Y-Def , 71 , 0 ( |* ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Naive_CART: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Naive_RF: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 76 , 0 (* | ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Tuned_RF: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Tuned_CART: Y-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Naive_RF: Y-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Grid_RF: Y-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Grid_CART: Y-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Grid_RF: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Grid_CART: Y-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Naive_RF: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 End time :2016-02-10 04:33:48 Tuning objective: prec Begin time: 2016-02-10 04:33:48 Dataset: velocityV0 ------------------------------ The.cart.max_features: 0.04 The.cart.max_depth: 27 The.cart.min_samples_split: 18 The.cart.min_samples_leaf: 8 The.option.threshold: 0.22 evaluation: 50 Tuned_CART Running Time: 3.731 ------------------------------ Grid_CART Running Time: 1.254 ------------------------------ Naive_CART Running Time: 0.117 ------------------------------ The.rf.min_samples_split: 15 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 27 The.rf.n_estimators: 122 The.rf.max_features: 0.24 The.option.threshold: 0.95 evaluation: 50 Tuned_RF Running Time: 17.678 ------------------------------ Grid_RF Running Time: 85.534 ------------------------------ Naive_RF Running Time: 0.542 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Grid_RF: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_RF: Y-Def , 27 , 0 ( | * ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 28 , 0 ( | * ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Naive_CART: Y-Def , 36 , 0 ( | * ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Grid_CART: Y-Def , 42 , 0 ( | *), 0.42, 0.42, 0.42, 0.42, 0.42 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 1 , 0 ( * | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_CART: Y-Def , 17 , 0 ( | * ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Grid_CART: Y-Def , 26 , 0 ( | *), 0.26, 0.26, 0.26, 0.26, 0.26 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 75 , 0 (* | ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Naive_CART: Y-Def , 79 , 0 ( * | ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Tuned_RF: Y-Def , 84 , 0 ( * | ), 0.84, 0.84, 0.84, 0.84, 0.84 1 , Naive_RF: Y-Def , 89 , 0 ( |* ), 0.89, 0.89, 0.89, 0.89, 0.89 1 , Grid_RF: Y-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 1 , Tuned_CART: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Grid_RF: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Tuned_RF: Y-Def , 41 , 0 ( | * ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Naive_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Grid_CART: Y-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Grid_RF: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Tuned_RF: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_RF: Y-Def , 44 , 0 ( | * ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Grid_CART: Y-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 End time :2016-02-10 04:35:37 Tuning objective: prec Begin time: 2016-02-10 04:35:37 Dataset: xercesV0 ------------------------------ The.cart.max_features: 0.27 The.cart.max_depth: 4 The.cart.min_samples_split: 11 The.cart.min_samples_leaf: 2 The.option.threshold: 0.83 evaluation: 60 Tuned_CART Running Time: 6.673 ------------------------------ Grid_CART Running Time: 1.4 ------------------------------ Naive_CART Running Time: 0.199 ------------------------------ The.rf.min_samples_split: 18 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 11 The.rf.n_estimators: 117 The.rf.max_features: 0.94 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 28.242 ------------------------------ Grid_RF Running Time: 90.077 ------------------------------ Naive_RF Running Time: 0.606 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 14 , 0 (* | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Grid_CART: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Naive_CART: Y-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Tuned_RF: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_RF: Y-Def , 43 , 0 ( | *), 0.43, 0.43, 0.43, 0.43, 0.43 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 7 , 0 (* | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Grid_CART: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_RF: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Tuned_CART: Y-Def , 39 , 0 ( | *), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Tuned_RF: Y-Def , 40 , 0 ( | *), 0.40, 0.40, 0.40, 0.40, 0.40 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 14 , 0 (* | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Tuned_CART: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Naive_CART: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Grid_CART: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Grid_RF: Y-Def , 27 , 0 ( | * ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 28 , 0 ( | *), 0.29, 0.29, 0.29, 0.29, 0.29 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 18 , 0 (* | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Tuned_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Tuned_RF: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Grid_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 34 , 0 ( | *), 0.34, 0.34, 0.34, 0.34, 0.34 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 25 , 0 (* | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Grid_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Tuned_CART: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_RF: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_RF: Y-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 End time :2016-02-10 04:37:44 Tuning objective: prec Begin time: 2016-02-10 04:37:44 Dataset: xercesV1 ------------------------------ The.cart.max_features: 0.84 The.cart.max_depth: 1 The.cart.min_samples_split: 15 The.cart.min_samples_leaf: 1 The.option.threshold: 0.45 evaluation: 60 Tuned_CART Running Time: 9.719 ------------------------------ Grid_CART Running Time: 1.7 ------------------------------ Naive_CART Running Time: 0.252 ------------------------------ The.rf.min_samples_split: 20 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 33 The.rf.n_estimators: 122 The.rf.max_features: 0.24 The.option.threshold: 0.95 evaluation: 60 Tuned_RF Running Time: 27.392 ------------------------------ Grid_RF Running Time: 97.857 ------------------------------ Naive_RF Running Time: 0.854 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 75 , 0 (* | ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Naive_RF: Y-Def , 77 , 0 ( * | ), 0.77, 0.77, 0.77, 0.77, 0.77 1 , Tuned_RF: Y-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Grid_CART: Y-Def , 99 , 0 ( | * ), 0.99, 0.99, 0.99, 0.99, 0.99 1 , Tuned_CART: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 1 , Grid_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 71 , 0 (* | ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Naive_CART: Y-Def , 76 , 0 ( * | ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Grid_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Tuned_RF: Y-Def , 97 , 0 ( | * ), 0.97, 0.97, 0.97, 0.97, 0.97 1 , Grid_RF: Y-Def , 97 , 0 ( | * ), 0.97, 0.97, 0.97, 0.97, 0.97 1 , Tuned_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 25 , 0 (* | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_RF: Y-Def , 25 , 0 (* | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_CART: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Grid_RF: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Grid_CART: Y-Def , 27 , 0 ( | *), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 27 , 0 ( | *), 0.27, 0.27, 0.27, 0.27, 0.27 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 38 , 0 (* | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Tuned_CART: Y-Def , 41 , 0 ( | * ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Grid_RF: Y-Def , 41 , 0 ( | * ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Grid_CART: Y-Def , 43 , 0 ( | *), 0.43, 0.43, 0.43, 0.43, 0.43 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_RF: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Grid_RF: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Grid_CART: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_CART: Y-Def , 35 , 0 ( | * ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_RF: Y-Def , 41 , 0 ( | *), 0.41, 0.41, 0.41, 0.41, 0.41 End time :2016-02-10 04:40:02
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8 years ago WeiFoo
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