Run
9203038

Run 9203038

Task 3573 (Supervised Classification) mnist_784 Uploaded 31-05-2018 by Irfan Nur Afif
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Flow

keras.wrappers.scikit_learn.KerasClassifier(7)Automatically created scikit-learn flow.
keras.wrappers.scikit_learn.KerasClassifier(7)_batch_size1000
keras.wrappers.scikit_learn.KerasClassifier(7)_build_fn{"oml-python:serialized_object": "function", "value": "__main__.create_model"}
keras.wrappers.scikit_learn.KerasClassifier(7)_epochs1
keras.wrappers.scikit_learn.KerasClassifier(7)_layer0{"class_name": "Reshape", "config": {"batch_input_shape": [null, 784], "dtype": "float32", "name": "reshape_2", "target_shape": [28, 28, 1], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer1{"class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "batch_input_shape": [null, 28, 28, 1], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 20, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [5, 5], "name": "conv2d_3", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer2{"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(7)_layer3{"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": 50, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "kernel_size": [5, 5], "name": "conv2d_4", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer4{"class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "name": "max_pooling2d_4", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer5{"class_name": "Flatten", "config": {"name": "flatten_2", "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer6{"class_name": "Dense", "config": {"activation": "linear", "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_3", "trainable": true, "units": 20, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer7{"class_name": "Activation", "config": {"activation": "relu", "name": "activation_3", "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer8{"class_name": "Dense", "config": {"activation": "linear", "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_4", "trainable": true, "units": 10, "use_bias": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_layer9{"class_name": "Activation", "config": {"activation": "softmax", "name": "activation_4", "trainable": true}}
keras.wrappers.scikit_learn.KerasClassifier(7)_verbose1

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

Area under ROC curve
0.5701 ± 0.1986
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.2527 ± 0.1144
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.1723 ± 0.2558
Cross-validation details (10-fold Crossvalidation)
KB relative information score
14669.5096 ± 1657.7769
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1535 ± 0.0389
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.1799 ± 0
Cross-validation details (10-fold Crossvalidation)
Number of instances
70000
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.3915 ± 0.1136
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.257 ± 0.2294
Cross-validation details (10-fold Crossvalidation)
Prior entropy
3.3198
Cross-validation details (10-fold Crossvalidation)
Recall
0.257 ± 0.2294
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.8532 ± 0.2163
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.3 ± 0
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.3598 ± 0.0953
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
1.1994 ± 0.3178
Cross-validation details (10-fold Crossvalidation)