10229080
8323
Heinrich Peters
9910
Supervised Classification
12736
sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1)
8154179
l2_regularization
0.0001
12677
learning_rate
0.01
12677
loss
"auto"
12677
max_bins
8
12677
max_depth
5
12677
max_iter
100
12677
max_leaf_nodes
8
12677
min_samples_leaf
4
12677
n_iter_no_change
null
12677
random_state
38710
12677
scoring
null
12677
tol
1e-07
12677
validation_fraction
0.1
12677
verbose
0
12677
memory
null
12736
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "histgradientboostingclassifier", "step_name": "histgradientboostingclassifier"}}]
12736
verbose
false
12736
add_indicator
false
12737
copy
true
12737
fill_value
null
12737
missing_values
NaN
12737
strategy
"most_frequent"
12737
verbose
0
12737
openml-python
Sklearn_0.21.2.
4134
Bioresponse
https://www.openml.org/data/download/1681097/phpSSK7iA
-1
21379589
description
https://api.openml.org/data/download/21379589/description.xml
-1
21379590
predictions
https://api.openml.org/data/download/21379590/predictions.arff
area_under_roc_curve
0.8291774258112954 [0.829177,0.829177]
average_cost
0
f_measure
0.7712996110575349 [0.737523,0.799812]
kappa
0.5385157888048797
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0.2392458114250143
mean_absolute_error
0.39900671792297104
mean_prior_absolute_error
0.4964308656158626
number_of_instances
3751 [1717,2034]
precision
0.7737069975234867 [0.782865,0.765977]
predictive_accuracy
0.7728605705145294
prior_entropy
0.9948419333531207
recall
0.7728605705145295 [0.697146,0.836775]
relative_absolute_error
0.8037508252593661
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0.4982112822885347
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0.4239467801690723
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0.8509377351345232
total_cost
0
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0.8141387368901049 [0.814139,0.814139]
area_under_roc_curve
0.8304072631458357 [0.830407,0.830407]
area_under_roc_curve
0.8440113415053271 [0.844011,0.844011]
area_under_roc_curve
0.8690285256043074 [0.869029,0.869029]
area_under_roc_curve
0.8606369572688739 [0.860637,0.860637]
area_under_roc_curve
0.8119343567418948 [0.811934,0.811934]
area_under_roc_curve
0.8332999198075379 [0.8333,0.8333]
area_under_roc_curve
0.8367159729388832 [0.836716,0.836716]
area_under_roc_curve
0.8393676183923863 [0.839368,0.839368]
area_under_roc_curve
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average_cost
0
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0
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0
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0
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0
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0
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0
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0
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0
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0
f_measure
0.7534841131314917 [0.716049,0.785047]
f_measure
0.7799380329513447 [0.748466,0.806604]
f_measure
0.7707473110837505 [0.731861,0.803695]
f_measure
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f_measure
0.7925758327332854 [0.758621,0.821346]
f_measure
0.7435918883207905 [0.715976,0.76699]
f_measure
0.7764129106086063 [0.739812,0.807425]
f_measure
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f_measure
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f_measure
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kappa
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kappa
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kappa
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kappa
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kappa
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kappa
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kappa
0.549285372952778
kappa
0.5546189276092813
kappa
0.5707081684997609
kappa
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kb_relative_information_score
0.2232341410889923
kb_relative_information_score
0.23746422010699714
kb_relative_information_score
0.24872165901530738
kb_relative_information_score
0.265278855806632
kb_relative_information_score
0.25562426567353674
kb_relative_information_score
0.21795545346731565
kb_relative_information_score
0.2477556270797097
kb_relative_information_score
0.2419506388257178
kb_relative_information_score
0.25130460076557304
kb_relative_information_score
0.20319260398848674
mean_absolute_error
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mean_absolute_error
0.39986458825169474
mean_absolute_error
0.3951665649577203
mean_absolute_error
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mean_absolute_error
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mean_absolute_error
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mean_absolute_error
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mean_absolute_error
0.3980092123846133
mean_absolute_error
0.39409152478603154
mean_absolute_error
0.4135251117524837
mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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number_of_instances
376 [172,204]
number_of_instances
375 [172,203]
number_of_instances
375 [172,203]
number_of_instances
375 [172,203]
number_of_instances
375 [172,203]
number_of_instances
375 [172,203]
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375 [172,203]
number_of_instances
375 [171,204]
number_of_instances
375 [171,204]
number_of_instances
375 [171,204]
precision
0.7560190369540875 [0.763158,0.75]
precision
0.7822190358660946 [0.792208,0.773756]
precision
0.776463768115942 [0.8,0.756522]
precision
0.795577321603128 [0.806452,0.786364]
precision
0.7977875641484664 [0.823129,0.776316]
precision
0.7435669568225053 [0.728916,0.755981]
precision
0.7813042129132355 [0.802721,0.763158]
precision
0.7830197778701667 [0.798658,0.769912]
precision
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precision
0.7355422839684096 [0.716867,0.751196]
predictive_accuracy
0.7553191489361702
predictive_accuracy
0.7813333333333334
predictive_accuracy
0.7733333333333333
predictive_accuracy
0.7946666666666666
predictive_accuracy
0.7946666666666666
predictive_accuracy
0.7440000000000001
predictive_accuracy
0.7786666666666666
predictive_accuracy
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predictive_accuracy
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predictive_accuracy
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prior_entropy
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prior_entropy
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recall
0.7553191489361702 [0.674419,0.823529]
recall
0.7813333333333333 [0.709302,0.842365]
recall
0.7733333333333333 [0.674419,0.857143]
recall
0.7946666666666666 [0.726744,0.852217]
recall
0.7946666666666666 [0.703488,0.871921]
recall
0.744 [0.703488,0.778325]
recall
0.7786666666666666 [0.686047,0.857143]
recall
0.7813333333333333 [0.695906,0.852941]
recall
0.7893333333333333 [0.701754,0.862745]
recall
0.736 [0.695906,0.769608]
relative_absolute_error
0.8168195727225516
relative_absolute_error
0.805352553029633
relative_absolute_error
0.7958904371905245
relative_absolute_error
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root_mean_prior_squared_error
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