Run
9204030

Run 9204030

Task 168298 (Supervised Classification) USPS Uploaded 28-06-2018 by Irfan Nur Afif
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Flow

keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)Automatically created scikit-learn flow.
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_batch_size1000
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_build_fn{"oml-python:serialized_object": "function", "value": "__main__.tes_funcapi"}
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_epochs2
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_layer0{"class_name": "InputLayer", "config": {"batch_input_shape": [null, 256], "dtype": "float32", "name": "input_219", "sparse": false}, "inbound_nodes": [], "name": "input_219"}
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_layer1{"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_973", "trainable": true, "units": 10, "use_bias": true}, "inbound_nodes": [[["input_220", 0, 0, {}]]], "name": "dense_973"}
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_layer2{"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_976", "trainable": true, "units": 10, "use_bias": true}, "inbound_nodes": [[["dense_975", 0, 0, {}]]], "name": "dense_976"}
keras.wrappers.scikit_learn.KerasClassifier(InputLayer,Dense,Dense)(1)_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
0.6263 ± 0.0611
Per class
Cross-validation details (10-fold Crossvalidation)
F measure
0.3148
Per class
Kappa
0.2521 ± 0.119
Cross-validation details (10-fold Crossvalidation)
KB relative information score
2695.1472 ± 91.703
Cross-validation details (10-fold Crossvalidation)
Mean absolute error
0.1313 ± 0.0196
Cross-validation details (10-fold Crossvalidation)
Mean prior absolute error
0.1785 ± 0
Cross-validation details (10-fold Crossvalidation)
Number of instances
9298
Per class
Cross-validation details (10-fold Crossvalidation)
Precision
0.3574
Per class
Predictive accuracy
0.3437 ± 0.098
Cross-validation details (10-fold Crossvalidation)
Prior entropy
3.2729
Cross-validation details (10-fold Crossvalidation)
Recall
0.3437 ± 0.098
Per class
Cross-validation details (10-fold Crossvalidation)
Relative absolute error
0.7354 ± 0.1098
Cross-validation details (10-fold Crossvalidation)
Root mean prior squared error
0.2987 ± 0
Cross-validation details (10-fold Crossvalidation)
Root mean squared error
0.3623 ± 0.0274
Cross-validation details (10-fold Crossvalidation)
Root relative squared error
1.2128 ± 0.0919
Cross-validation details (10-fold Crossvalidation)