Run
9189940

Run 9189940

Task 3573 (Supervised Classification) mnist_784 Uploaded 17-04-2018 by Irfan Nur Afif
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Flow

keras.wrappers.scikit_learn.KerasClassifier(2)Automatically created scikit-learn flow.
keras.wrappers.scikit_learn.KerasClassifier(2)_batch_size1000
keras.wrappers.scikit_learn.KerasClassifier(2)_build_fn[{"activation": "relu", "activity_regularizer": null, "batch_input_shape": [null, 784], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "kernel_regularizer": null, "name": "dense_117", "trainable": true, "units": 256, "use_bias": true}, {"name": "dropout_77", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, {"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_118", "trainable": true, "units": 128, "use_bias": true}, {"name": "dropout_78", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, {"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_119", "trainable": true, "units": 10, "use_bias": true}]
keras.wrappers.scikit_learn.KerasClassifier(2)_epochs1
keras.wrappers.scikit_learn.KerasClassifier(2)_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
0.9133 ± 0.0282
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.7885 ± 0.0377
Per class
Cross-validation details (10-fold Crossvalidation)
Kappa
0.7643 ± 0.0601
Cross-validation details (10-fold Crossvalidation)
KB relative information score
54456.951 ± 395.9186
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.0424 ± 0.0108
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
0.7914 ± 0.0222
Per class
Cross-validation details (10-fold Crossvalidation)
Predictive accuracy
0.788 ± 0.0541
Cross-validation details (10-fold Crossvalidation)
Prior entropy
3.3198
Cross-validation details (10-fold Crossvalidation)
Recall
0.788 ± 0.0541
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.2357 ± 0.06
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.3 ± 0
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.2051 ± 0.0269
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
0.6839 ± 0.0896
Cross-validation details (10-fold Crossvalidation)