Closed WeiFoo closed 8 years ago
Tuning objective: f Begin time: 2016-02-10 04:40:02 Dataset: antV0 ------------------------------ The.cart.max_features: 0.03 The.cart.max_depth: 42 The.cart.min_samples_split: 12 The.cart.min_samples_leaf: 13 The.option.threshold: 0.19 evaluation: 50 Tuned_CART Running Time: 3.003 ------------------------------ Grid_CART Running Time: 1.103 ------------------------------ Naive_CART Running Time: 0.11 ------------------------------ The.rf.min_samples_split: 15 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 14 The.rf.n_estimators: 104 The.rf.max_features: 0.57 The.option.threshold: 0.01 evaluation: 60 Tuned_RF Running Time: 17.482 ------------------------------ Grid_RF Running Time: 82.096 ------------------------------ Naive_RF Running Time: 0.394 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 21 , 0 (* | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_CART: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_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 , Grid_CART: Y-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Grid_RF: Y-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_CART: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 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 , Grid_CART: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Grid_RF: Y-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 90 , 0 (* | ), 0.90, 0.90, 0.90, 0.90, 0.90 1 , Grid_RF: 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 , Naive_RF: Y-Def , 92 , 0 ( * | ), 0.92, 0.92, 0.92, 0.92, 0.92 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 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 34 , 0 (* | ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Naive_CART: Y-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Tuned_CART: Y-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 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 , Grid_RF: Y-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 31 , 0 (* | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Tuned_RF: Y-Def , 34 , 0 ( * | ), 0.34, 0.34, 0.34, 0.34, 0.34 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 , Naive_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_CART: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 End time :2016-02-10 04:41:46 Tuning objective: f Begin time: 2016-02-10 04:41:46 Dataset: antV1 ------------------------------ The.cart.max_features: 0.71 The.cart.max_depth: 46 The.cart.min_samples_split: 7 The.cart.min_samples_leaf: 20 The.option.threshold: 0.67 evaluation: 60 Tuned_CART Running Time: 4.951 ------------------------------ Grid_CART Running Time: 1.338 ------------------------------ Naive_CART Running Time: 0.131 ------------------------------ The.rf.min_samples_split: 16 The.rf.min_samples_leaf : 14 The.rf.max_leaf_nodes: 22 The.rf.n_estimators: 108 The.rf.max_features: 0.88 The.option.threshold: 0.85 evaluation: 50 Tuned_RF Running Time: 16.919 ------------------------------ Grid_RF Running Time: 87.064 ------------------------------ Naive_RF Running Time: 0.629 ********** pd ********** 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 , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 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 ********** 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 , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_CART: Y-Def , 3 , 0 ( * | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_RF: Y-Def , 4 , 0 ( *| ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_CART: Y-Def , 8 , 0 ( | *), 0.08, 0.08, 0.08, 0.08, 0.08 ********** prec ********** 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 , 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 , 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 , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Grid_CART: Y-Def , 19 , 0 ( *| ), 0.19, 0.19, 0.19, 0.19, 0.19 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 ********** g ********** 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 , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Grid_CART: Y-Def , 21 , 0 ( *| ), 0.21, 0.21, 0.21, 0.21, 0.21 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 04:43:38 Tuning objective: f Begin time: 2016-02-10 04:43:38 Dataset: antV2 ------------------------------ The.cart.max_features: 0.1 The.cart.max_depth: 47 The.cart.min_samples_split: 20 The.cart.min_samples_leaf: 13 The.option.threshold: 0.11 evaluation: 80 Tuned_CART Running Time: 9.834 ------------------------------ Grid_CART Running Time: 1.555 ------------------------------ Naive_CART Running Time: 0.276 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 17 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 75 The.rf.max_features: 0.5 The.option.threshold: 0.11 evaluation: 60 Tuned_RF Running Time: 24.245 ------------------------------ Grid_RF Running Time: 99.614 ------------------------------ Naive_RF Running Time: 0.748 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 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 , Tuned_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Naive_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_CART: Y-Def , 68 , 0 ( | *), 0.68, 0.68, 0.68, 0.68, 0.68 ********** pf ********** 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 , 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 1 , Tuned_RF: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Tuned_CART: Y-Def , 38 , 0 ( | *), 0.38, 0.38, 0.38, 0.38, 0.38 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 33 , 0 (* | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_CART: Y-Def , 42 , 0 ( * | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Tuned_RF: Y-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_RF: 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 1 , Grid_CART: Y-Def , 68 , 0 ( | *), 0.68, 0.68, 0.68, 0.68, 0.68 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 45 , 0 (* | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_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 , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Tuned_RF: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Naive_RF: Y-Def , 57 , 0 ( | *), 0.58, 0.58, 0.58, 0.58, 0.58 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 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 , Tuned_CART: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Tuned_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Naive_RF: Y-Def , 70 , 0 ( | *), 0.70, 0.70, 0.70, 0.70, 0.70 End time :2016-02-10 04:45:54 Tuning objective: f Begin time: 2016-02-10 04:45:54 Dataset: camelV0 ------------------------------ The.cart.max_features: 0.01 The.cart.max_depth: 2 The.cart.min_samples_split: 20 The.cart.min_samples_leaf: 9 The.option.threshold: 0.01 evaluation: 60 Tuned_CART Running Time: 10.639 ------------------------------ Grid_CART Running Time: 2.042 ------------------------------ Naive_CART Running Time: 0.31 ------------------------------ The.rf.min_samples_split: 6 The.rf.min_samples_leaf : 17 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 75 The.rf.max_features: 1 The.option.threshold: 0.01 evaluation: 60 Tuned_RF Running Time: 25.901 ------------------------------ Grid_RF Running Time: 111.04 ------------------------------ Naive_RF Running Time: 1.131 ********** pd ********** 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 , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 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 , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 1 , Grid_RF: Y-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 ********** 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 , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 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 , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Grid_RF: Y-Def , 69 , 0 ( | *), 0.69, 0.69, 0.69, 0.69, 0.69 ********** prec ********** 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 , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 1 , Grid_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 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 1 , Tuned_RF: Y-Def , 92 , 0 ( | *), 0.92, 0.92, 0.92, 0.92, 0.92 ********** f ********** 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 , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 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 , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 1 , Grid_RF: Y-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 ********** g ********** 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 , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Grid_RF: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Grid_CART: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 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 04:48:25 Tuning objective: f Begin time: 2016-02-10 04:48:25 Dataset: camelV1 ------------------------------ The.cart.max_features: 0.71 The.cart.max_depth: 1 The.cart.min_samples_split: 20 The.cart.min_samples_leaf: 1 The.option.threshold: 1 evaluation: 90 Tuned_CART Running Time: 23.16 ------------------------------ Grid_CART Running Time: 2.671 ------------------------------ Naive_CART Running Time: 0.396 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 21 The.rf.n_estimators: 122 The.rf.max_features: 0.24 The.option.threshold: 0.95 evaluation: 70 Tuned_RF Running Time: 40.527 ------------------------------ Grid_RF Running Time: 124.852 ------------------------------ Naive_RF Running Time: 1.554 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Grid_RF: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Tuned_RF: Y-Def , 34 , 0 ( | * ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Naive_CART: Y-Def , 38 , 0 ( | * ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Grid_CART: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 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 , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 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 , Tuned_RF: Y-Def , 21 , 0 ( | * ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 25 , 0 ( | *), 0.25, 0.25, 0.25, 0.25, 0.25 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 28 , 0 (* | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_RF: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_CART: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_CART: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Grid_RF: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 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 , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Grid_RF: Y-Def , 28 , 0 ( | * ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_RF: Y-Def , 31 , 0 ( | * ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Grid_CART: Y-Def , 40 , 0 ( | *), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_RF: Y-Def , 41 , 0 ( | *), 0.41, 0.41, 0.41, 0.41, 0.41 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Grid_RF: Y-Def , 36 , 0 ( |* ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Grid_CART: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_RF: Y-Def , 62 , 0 ( | *), 0.62, 0.62, 0.62, 0.62, 0.62 End time :2016-02-10 04:51:38 Tuning objective: f Begin time: 2016-02-10 04:51:38 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: 3.442 ------------------------------ Grid_CART Running Time: 1.208 ------------------------------ Naive_CART Running Time: 0.115 ------------------------------ The.rf.min_samples_split: 15 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 10 The.rf.n_estimators: 122 The.rf.max_features: 0.24 The.option.threshold: 0.95 evaluation: 60 Tuned_RF Running Time: 18.068 ------------------------------ Grid_RF Running Time: 87.288 ------------------------------ Naive_RF Running Time: 0.545 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 50 , 0 (* | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_CART: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 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_RF: Y-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 1 , Grid_CART: 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 , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 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 , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Grid_CART: Y-Def , 80 , 0 ( | *), 0.80, 0.80, 0.80, 0.80, 0.80 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: 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 , 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_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 , 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_RF: Y-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 1 , Grid_CART: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 33 , 0 (* | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_RF: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_CART: Y-Def , 53 , 0 ( *| ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Tuned_RF: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Tuned_CART: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Naive_RF: Y-Def , 73 , 0 ( | *), 0.73, 0.73, 0.73, 0.73, 0.73 End time :2016-02-10 04:53:29 Tuning objective: f Begin time: 2016-02-10 04:53:29 Dataset: jeditV0 ------------------------------ The.cart.max_features: 0.64 The.cart.max_depth: 32 The.cart.min_samples_split: 10 The.cart.min_samples_leaf: 7 The.option.threshold: 0.9 evaluation: 70 Tuned_CART Running Time: 8.083 ------------------------------ Grid_CART Running Time: 1.664 ------------------------------ Naive_CART Running Time: 0.164 ------------------------------ The.rf.min_samples_split: 9 The.rf.min_samples_leaf : 4 The.rf.max_leaf_nodes: 22 The.rf.n_estimators: 123 The.rf.max_features: 1 The.option.threshold: 0.89 evaluation: 60 Tuned_RF Running Time: 24.528 ------------------------------ Grid_RF Running Time: 92.149 ------------------------------ Naive_RF Running Time: 0.68 ********** 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 , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_RF: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 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 , 21 , 0 ( | * ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 25 , 0 ( | * ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_RF: Y-Def , 30 , 0 ( | *), 0.30, 0.30, 0.30, 0.30, 0.30 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 46 , 0 (* | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_CART: Y-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_RF: Y-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 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_RF: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Tuned_CART: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Grid_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 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 , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Tuned_RF: Y-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 1 , Naive_RF: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 End time :2016-02-10 04:55:36 Tuning objective: f Begin time: 2016-02-10 04:55:36 Dataset: jeditV1 ------------------------------ The.cart.max_features: 0.43 The.cart.max_depth: 17 The.cart.min_samples_split: 5 The.cart.min_samples_leaf: 9 The.option.threshold: 0.5 evaluation: 60 Tuned_CART Running Time: 6.668 ------------------------------ Grid_CART Running Time: 1.513 ------------------------------ Naive_CART Running Time: 0.16 ------------------------------ The.rf.min_samples_split: 12 The.rf.min_samples_leaf : 5 The.rf.max_leaf_nodes: 18 The.rf.n_estimators: 95 The.rf.max_features: 0.55 The.option.threshold: 0.9 evaluation: 60 Tuned_RF Running Time: 22.653 ------------------------------ Grid_RF Running Time: 96.152 ------------------------------ Naive_RF Running Time: 0.804 ********** 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 , Naive_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 , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Tuned_CART: Y-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 ********** pf ********** 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 , 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_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 1 , Tuned_CART: Y-Def , 28 , 0 ( | *), 0.29, 0.29, 0.29, 0.29, 0.29 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 28 , 0 (* | ), 0.29, 0.29, 0.29, 0.29, 0.29 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 , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 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 , Tuned_CART: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Tuned_RF: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_RF: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 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 , Naive_CART: Y-Def , 72 , 0 ( * | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_RF: Y-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 1 , Tuned_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 End time :2016-02-10 04:57:44 Tuning objective: f Begin time: 2016-02-10 04:57:44 Dataset: jeditV2 ------------------------------ The.cart.max_features: 0.99 The.cart.max_depth: 43 The.cart.min_samples_split: 10 The.cart.min_samples_leaf: 20 The.option.threshold: 0.81 evaluation: 60 Tuned_CART Running Time: 7.54 ------------------------------ Grid_CART Running Time: 1.603 ------------------------------ Naive_CART Running Time: 0.224 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 7 The.rf.max_leaf_nodes: 10 The.rf.n_estimators: 114 The.rf.max_features: 0.94 The.option.threshold: 1 evaluation: 70 Tuned_RF Running Time: 28.075 ------------------------------ Grid_RF Running Time: 97.216 ------------------------------ Naive_RF Running Time: 0.845 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 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 , Grid_CART: 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 , Tuned_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 , Grid_RF: Y-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 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 1 , Tuned_CART: Y-Def , 33 , 0 ( | *), 0.33, 0.33, 0.33, 0.33, 0.33 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 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 , Grid_CART: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_CART: Y-Def , 7 , 0 ( | * ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Grid_RF: Y-Def , 10 , 0 ( | *), 0.10, 0.10, 0.10, 0.10, 0.10 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 6 , 0 (* | ), 0.06, 0.06, 0.06, 0.06, 0.06 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 , Grid_CART: Y-Def , 12 , 0 ( | * ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_CART: Y-Def , 13 , 0 ( | * ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Grid_RF: Y-Def , 16 , 0 ( | *), 0.16, 0.16, 0.16, 0.16, 0.16 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 57 , 0 (* | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_CART: Y-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_CART: Y-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 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 End time :2016-02-10 05:00:00 Tuning objective: f Begin time: 2016-02-10 05:00:00 Dataset: log4jV0 ------------------------------ 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: 2.376 ------------------------------ Grid_CART Running Time: 1.014 ------------------------------ Naive_CART Running Time: 0.073 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 5 The.rf.max_leaf_nodes: 10 The.rf.n_estimators: 121 The.rf.max_features: 0.13 The.option.threshold: 0.64 evaluation: 60 Tuned_RF Running Time: 17.02 ------------------------------ Grid_RF Running Time: 79.515 ------------------------------ Naive_RF Running Time: 0.375 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 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 , 81 , 0 ( * | ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Tuned_CART: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 1 , Tuned_RF: Y-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 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 , Tuned_RF: 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 , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 1 , Tuned_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 , Grid_CART: 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 , Tuned_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 ********** 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 , 15 , 0 (* | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_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 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: 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 , Grid_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Tuned_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 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 End time :2016-02-10 05:01:40 Tuning objective: f Begin time: 2016-02-10 05:01:40 Dataset: luceneV0 ------------------------------ The.cart.max_features: 0.32 The.cart.max_depth: 1 The.cart.min_samples_split: 12 The.cart.min_samples_leaf: 2 The.option.threshold: 1 evaluation: 70 Tuned_CART Running Time: 5.468 ------------------------------ Grid_CART Running Time: 1.243 ------------------------------ Naive_CART Running Time: 0.124 ------------------------------ The.rf.min_samples_split: 16 The.rf.min_samples_leaf : 12 The.rf.max_leaf_nodes: 35 The.rf.n_estimators: 68 The.rf.max_features: 0.99 The.option.threshold: 0.86 evaluation: 50 Tuned_RF Running Time: 16.978 ------------------------------ Grid_RF Running Time: 87.704 ------------------------------ Naive_RF Running Time: 0.721 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 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 1 , Tuned_RF: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Tuned_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 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 , Tuned_RF: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Grid_CART: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Tuned_CART: Y-Def , 86 , 0 ( | *), 0.86, 0.86, 0.86, 0.86, 0.86 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 43 , 0 (* | ), 0.43, 0.43, 0.43, 0.43, 0.43 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_RF: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Grid_RF: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 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 , Tuned_CART: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Grid_RF: Y-Def , 63 , 0 ( | *), 0.63, 0.63, 0.63, 0.63, 0.63 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 23 , 0 (* | ), 0.23, 0.23, 0.23, 0.23, 0.23 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 , Tuned_RF: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_RF: Y-Def , 67 , 0 ( | *), 0.67, 0.67, 0.67, 0.67, 0.67 End time :2016-02-10 05:03:32 Tuning objective: f Begin time: 2016-02-10 05:03:32 Dataset: poiV0 ------------------------------ The.cart.max_features: 0.84 The.cart.max_depth: 22 The.cart.min_samples_split: 16 The.cart.min_samples_leaf: 9 The.option.threshold: 1 evaluation: 80 Tuned_CART Running Time: 8.77 ------------------------------ Grid_CART Running Time: 1.602 ------------------------------ Naive_CART Running Time: 0.16 ------------------------------ 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: 25.429 ------------------------------ Grid_RF Running Time: 94.603 ------------------------------ Naive_RF Running Time: 0.649 ********** 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 , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 1 , Grid_RF: Y-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 ********** 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 , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_RF: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 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 , Grid_RF: Y-Def , 88 , 0 ( | *), 0.88, 0.88, 0.88, 0.88, 0.88 ********** 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 , 35 , 0 (* | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_RF: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Grid_CART: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 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 , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Grid_CART: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Tuned_CART: Y-Def , 56 , 0 ( | * ), 0.56, 0.56, 0.56, 0.56, 0.56 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 , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_CART: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_CART: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_RF: Y-Def , 45 , 0 ( |* ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Tuned_RF: Y-Def , 65 , 0 ( | *), 0.65, 0.65, 0.65, 0.65, 0.65 End time :2016-02-10 05:05:43 Tuning objective: f Begin time: 2016-02-10 05:05:43 Dataset: poiV1 ------------------------------ The.cart.max_features: 0.01 The.cart.max_depth: 19 The.cart.min_samples_split: 15 The.cart.min_samples_leaf: 7 The.option.threshold: 0.84 evaluation: 60 Tuned_CART Running Time: 7.831 ------------------------------ Grid_CART Running Time: 1.572 ------------------------------ Naive_CART Running Time: 0.193 ------------------------------ The.rf.min_samples_split: 5 The.rf.min_samples_leaf : 9 The.rf.max_leaf_nodes: 11 The.rf.n_estimators: 72 The.rf.max_features: 0.44 The.option.threshold: 0.5 evaluation: 50 Tuned_RF Running Time: 20.262 ------------------------------ Grid_RF Running Time: 95.31 ------------------------------ Naive_RF Running Time: 0.784 ********** 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 , Grid_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Grid_RF: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 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 , 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 , Grid_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Grid_CART: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Tuned_RF: Y-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 1 , Tuned_CART: Y-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 36 , 0 (* | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_RF: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 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 , 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_CART: Y-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Tuned_RF: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Grid_CART: Y-Def , 55 , 0 ( * | ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Grid_RF: Y-Def , 56 , 0 ( *| ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Naive_RF: Y-Def , 61 , 0 ( | *), 0.61, 0.61, 0.61, 0.61, 0.61 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Tuned_RF: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 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 , 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 05:07:49 Tuning objective: f Begin time: 2016-02-10 05:07:49 Dataset: synapseV0 ------------------------------ The.cart.max_features: 0.24 The.cart.max_depth: 12 The.cart.min_samples_split: 5 The.cart.min_samples_leaf: 14 The.option.threshold: 0.01 evaluation: 60 Tuned_CART Running Time: 4.001 ------------------------------ Grid_CART Running Time: 1.154 ------------------------------ Naive_CART Running Time: 0.104 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 12 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 75 The.rf.max_features: 1 The.option.threshold: 0.11 evaluation: 70 Tuned_RF Running Time: 21.354 ------------------------------ Grid_RF Running Time: 84.163 ------------------------------ Naive_RF Running Time: 0.466 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: 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 , 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_RF: Y-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 1 , Grid_CART: Y-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 33 , 0 (* | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 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_RF: Y-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Grid_CART: Y-Def , 76 , 0 ( | *), 0.76, 0.76, 0.76, 0.76, 0.76 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 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 , Grid_RF: Y-Def , 72 , 0 ( * | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_CART: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Naive_RF: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 1 , Tuned_RF: Y-Def , 76 , 0 ( | *), 0.76, 0.76, 0.76, 0.76, 0.76 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 63 , 0 (* | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_CART: Y-Def , 65 , 0 ( * | ), 0.65, 0.65, 0.65, 0.65, 0.65 1 , Naive_CART: Y-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Naive_RF: Y-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Grid_CART: Y-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 1 , Grid_RF: Y-Def , 82 , 0 ( | *), 0.82, 0.82, 0.82, 0.82, 0.82 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Grid_RF: Y-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Naive_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_CART: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 End time :2016-02-10 05:09:41 Tuning objective: f Begin time: 2016-02-10 05:09:41 Dataset: velocityV0 ------------------------------ The.cart.max_features: 1 The.cart.max_depth: 2 The.cart.min_samples_split: 16 The.cart.min_samples_leaf: 2 The.option.threshold: 0.95 evaluation: 70 Tuned_CART Running Time: 5.087 ------------------------------ Grid_CART Running Time: 1.215 ------------------------------ Naive_CART Running Time: 0.118 ------------------------------ The.rf.min_samples_split: 3 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 30 The.rf.n_estimators: 71 The.rf.max_features: 0.08 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 25.198 ------------------------------ Grid_RF Running Time: 85.703 ------------------------------ Naive_RF Running Time: 0.5 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 13 , 0 (* | ), 0.13, 0.13, 0.13, 0.13, 0.13 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 , Tuned_RF: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Grid_CART: Y-Def , 45 , 0 ( * | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 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 , Naive_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Tuned_RF: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Grid_CART: Y-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_CART: Y-Def , 66 , 0 ( | *), 0.66, 0.66, 0.66, 0.66, 0.66 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 72 , 0 (* | ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Grid_CART: Y-Def , 78 , 0 ( * | ), 0.78, 0.78, 0.78, 0.78, 0.78 1 , Naive_CART: Y-Def , 79 , 0 ( * | ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Tuned_RF: Y-Def , 80 , 0 ( * | ), 0.80, 0.80, 0.80, 0.80, 0.80 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 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 23 , 0 (* | ), 0.23, 0.23, 0.23, 0.23, 0.23 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 , Tuned_RF: 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 , Tuned_CART: Y-Def , 80 , 0 ( | *), 0.80, 0.80, 0.80, 0.80, 0.80 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 23 , 0 (* | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Naive_RF: Y-Def , 44 , 0 ( | * ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Tuned_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_RF: Y-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Grid_CART: Y-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 End time :2016-02-10 05:11:38 Tuning objective: f Begin time: 2016-02-10 05:11:38 Dataset: xercesV0 ------------------------------ The.cart.max_features: 0.71 The.cart.max_depth: 46 The.cart.min_samples_split: 9 The.cart.min_samples_leaf: 5 The.option.threshold: 0.67 evaluation: 60 Tuned_CART Running Time: 6.667 ------------------------------ Grid_CART Running Time: 1.44 ------------------------------ Naive_CART Running Time: 0.183 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 27 The.rf.n_estimators: 122 The.rf.max_features: 0.51 The.option.threshold: 0.95 evaluation: 70 Tuned_RF Running Time: 25.266 ------------------------------ Grid_RF Running Time: 89.279 ------------------------------ Naive_RF Running Time: 0.664 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 18 , 0 (* | ), 0.18, 0.18, 0.18, 0.18, 0.18 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_RF: Y-Def , 36 , 0 ( | * ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Tuned_CART: Y-Def , 47 , 0 ( | *), 0.47, 0.47, 0.47, 0.47, 0.47 ********** pf ********** 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 , 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 , 41 , 0 ( | * ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Tuned_RF: Y-Def , 42 , 0 ( | *), 0.42, 0.42, 0.42, 0.42, 0.42 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 13 , 0 (* | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_CART: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Grid_RF: 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 , 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 , Tuned_RF: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_CART: 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 , Tuned_CART: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 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 , 30 , 0 (* | ), 0.30, 0.30, 0.30, 0.30, 0.30 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_RF: Y-Def , 44 , 0 ( |* ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Tuned_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Naive_RF: Y-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 End time :2016-02-10 05:13:42 Tuning objective: f Begin time: 2016-02-10 05:13:42 Dataset: xercesV1 ------------------------------ The.cart.max_features: 0.43 The.cart.max_depth: 2 The.cart.min_samples_split: 5 The.cart.min_samples_leaf: 9 The.option.threshold: 0.5 evaluation: 50 Tuned_CART Running Time: 8.283 ------------------------------ Grid_CART Running Time: 1.815 ------------------------------ Naive_CART Running Time: 0.276 ------------------------------ 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: 22.733 ------------------------------ Grid_RF Running Time: 97.899 ------------------------------ Naive_RF Running Time: 0.853 ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 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_CART: Y-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 1 , Grid_CART: Y-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 1 , Grid_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 28 , 0 (* | ), 0.29, 0.29, 0.29, 0.29, 0.29 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 , Tuned_CART: Y-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Grid_CART: Y-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 1 , Grid_RF: Y-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Naive_CART: 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 , Tuned_RF: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Naive_CART: Y-Def , 38 , 0 ( | * ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_CART: 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 , Grid_RF: Y-Def , 41 , 0 ( | *), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Grid_CART: 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 , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Grid_CART: Y-Def , 22 , 0 ( *| ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Tuned_CART: Y-Def , 27 , 0 ( | * ), 0.27, 0.27, 0.27, 0.27, 0.27 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 05:15:54
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8 years ago WeiFoo
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8 years ago