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10595166

Run 10595166

Task 362070 (Supervised Classification) IndoorScenes Uploaded 18-11-2024 by Taniya D
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  • openml-python tensorflow_2.15.1.
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tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)Automatically created tensorflow flow.
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_backend"tensorflow"
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_class_name"Sequential"
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_config{"name": "sequential"}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer00_conv2d_input{"class_name": "InputLayer", "config": {"batch_input_shape": [null, 128, 128, 3], "dtype": "float32", "name": "conv2d_input", "ragged": false, "sparse": false}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer01_conv2d{"build_config": {"input_shape": [null, 128, 128, 3]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "batch_input_shape": [null, 128, 128, 3], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer02_batch_normalization{"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer03_conv2d_1{"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_1", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer04_batch_normalization_1{"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_1", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer05_max_pooling2d{"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer06_dropout{"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer07_conv2d_2{"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_2", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer08_batch_normalization_2{"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_2", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer09_conv2d_3{"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_3", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer10_batch_normalization_3{"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_3", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer11_max_pooling2d_1{"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_1", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer12_dropout_1{"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_1", "noise_shape": null, "rate": 0.3, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer13_conv2d_4{"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 128, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_4", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer14_batch_normalization_4{"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_4", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer15_conv2d_5{"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 128, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_5", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer16_batch_normalization_5{"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_5", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer17_max_pooling2d_2{"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_2", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer18_dropout_2{"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_2", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer19_conv2d_6{"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 256, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_6", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer20_batch_normalization_6{"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_6", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer21_conv2d_7{"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 256, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_7", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer22_batch_normalization_7{"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_7", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer23_max_pooling2d_3{"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_3", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer24_dropout_3{"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_3", "noise_shape": null, "rate": 0.5, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer25_global_average_pooling2d{"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "global_average_pooling2d", "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer26_dense{"build_config": {"input_shape": [null, 256]}, "class_name": "Dense", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 9.999999747378752e-05}, "module": "keras.regularizers", "registered_name": null}, "name": "dense", "trainable": true, "units": 192, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer27_batch_normalization_8{"build_config": {"input_shape": [null, 192]}, "class_name": "BatchNormalization", "config": {"axis": [1], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_8", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer28_dropout_4{"build_config": {"input_shape": [null, 192]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_4", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_layer29_dense_1{"build_config": {"input_shape": [null, 192]}, "class_name": "Dense", "config": {"activation": "softmax", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "name": "dense_1", "trainable": true, "units": 67, "use_bias": true}, "module": "keras.layers", "registered_name": null}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_optimizer{"loss": "categorical_crossentropy", "metrics": [], "optimizer_config": {"class_name": "Adam", "config": {"amsgrad": false, "beta_1": 0.9, "beta_2": 0.999, "clipnorm": null, "clipvalue": null, "ema_momentum": 0.99, "ema_overwrite_frequency": null, "epsilon": 1e-07, "global_clipnorm": null, "is_legacy_optimizer": false, "jit_compile": false, "learning_rate": 0.0010000000474974513, "name": "Adam", "use_ema": false, "weight_decay": null}}}
tensorflow.keras.src.engine.sequential.Sequential.ab990de8(1)_tensorflow_version"2.15.1"

Result files

xml
Description

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

onnx
Onnx model

arff
Predictions

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

16 Evaluation measures

0.6259 ± 0.0127
Per class
Cross-validation details (3-fold Crossvalidation)
0.035 ± 0.004
Cross-validation details (3-fold Crossvalidation)
0.0935 ± 0.0039
Cross-validation details (3-fold Crossvalidation)
0.0287 ± 0.0001
Cross-validation details (3-fold Crossvalidation)
0.0292 ± 0
Cross-validation details (3-fold Crossvalidation)
0.068 ± 0.0062
Cross-validation details (3-fold Crossvalidation)
15620
Per class
Cross-validation details (3-fold Crossvalidation)
0.068 ± 0.0062
Cross-validation details (3-fold Crossvalidation)
5.7539 ± 0.0007
Cross-validation details (3-fold Crossvalidation)
0.9841 ± 0.0045
Cross-validation details (3-fold Crossvalidation)
0.1208 ± 0
Cross-validation details (3-fold Crossvalidation)
0.124 ± 0.0016
Cross-validation details (3-fold Crossvalidation)
1.027 ± 0.0129
Cross-validation details (3-fold Crossvalidation)
0.0309 ± 0.0015
Cross-validation details (3-fold Crossvalidation)