Run
9203702

Run 9203702

Task 3573 (Supervised Classification) mnist_784 Uploaded 16-06-2018 by Irfan Nur Afif
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Flow

keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,Ze roPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,M axPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D, ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)Automatically created scikit-learn flow.
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_epochs3
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_batch_size32
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_verbose1
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_build_fn{"oml-python:serialized_object": "function", "value": "__main__.vgg_mnist"}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer0{"class_name": "Reshape", "config": {"batch_input_shape": [null, 784], "dtype": "float32", "name": "reshape_1", "target_shape": [28, 28, 1], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer1{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_1", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer2{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 64, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_1", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer3{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_2", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer4{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 64, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_2", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer5{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "name": "max_pooling2d_1", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer6{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_3", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer7{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 128, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_3", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer8{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_4", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer9{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 128, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_4", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer10{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "name": "max_pooling2d_2", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer11{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_5", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer12{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 256, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_5", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer13{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_6", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer14{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 256, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_6", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer15{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_7", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer16{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 256, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_7", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer17{"class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "name": "zero_padding2d_8", "padding": [[1, 1], [1, 1]], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer18{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "filters": 256, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_8", "padding": "valid", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer19{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "name": "max_pooling2d_3", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer20{"class_name": "Flatten", "config": {"data_format": "channels_last", "name": "flatten_1", "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer21{"class_name": "Dropout", "config": {"name": "dropout_1", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer22{"class_name": "Dense", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "name": "dense_1", "trainable": true, "units": 1024, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(Reshape,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,ZeroPadding2D,Conv2D,MaxPooling2D,Flatten,Dropout,Dense,Dense)(1)_layer23{"class_name": "Dense", "config": {"activation": "softmax", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "name": "dense_2", "trainable": true, "units": 10, "use_bias": true}}

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

17 Evaluation measures

0.5906 ± 0.2516
Per class
Cross-validation details (10-fold Crossvalidation)
0.483 ± 0.001
Per class
Cross-validation details (10-fold Crossvalidation)
0.3949 ± 0.5102
Cross-validation details (10-fold Crossvalidation)
30131.1448 ± 3363.3565
Cross-validation details (10-fold Crossvalidation)
0.1092 ± 0.0916
Cross-validation details (10-fold Crossvalidation)
0.1799 ± 0
Cross-validation details (10-fold Crossvalidation)
70000
Per class
Cross-validation details (10-fold Crossvalidation)
0.6641 ± 0.001
Per class
Cross-validation details (10-fold Crossvalidation)
0.4553 ± 0.4595
Cross-validation details (10-fold Crossvalidation)
3.3198
Cross-validation details (10-fold Crossvalidation)
0.4553 ± 0.4595
Per class
Cross-validation details (10-fold Crossvalidation)
0.6066 ± 0.5092
Cross-validation details (10-fold Crossvalidation)
0.3 ± 0
Cross-validation details (10-fold Crossvalidation)
0.3298 ± 0.1975
Cross-validation details (10-fold Crossvalidation)
1.0996 ± 0.6584
Cross-validation details (10-fold Crossvalidation)