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automl.searchmodels.meka.meka-multilabel-meta.json Maven / Gradle / Ivy
{
"repository": "MEKA_META",
"include": [],
"parameters": [
],
"components": [
{
"name": "meka.classifiers.multilabel.meta.MBR",
"providedInterface": ["MLClassifier","MetaMLClassifier","ProblemTransformationMethod"],
"requiredInterface": [{"id": "W","name": "meka.classifiers.multilabel.BR"}],
"parameter": []
},
{
"name": "meka.classifiers.multilabel.meta.SubsetMapper",
"providedInterface": ["MLClassifier","MetaMLClassifier"],
"requiredInterface": [{"id": "W","name": "ProblemTransformationMethod"}],
"parameter": []
},
{
"name": "meka.classifiers.multilabel.meta.RandomSubspaceML",
"providedInterface": ["MLClassifier","MetaMLClassifier"],
"requiredInterface": [{"id": "W","name": "ProblemTransformationMethod"}],
"parameter": [
{
"name": "P",
"comment": "Size of each bag, as a percentage of total training size (default 67)",
"type": "int",
"default": 67,
"min": 10,
"max": 100,
"refineSplits": 8,
"minInterval": 5
},
{
"name": "I",
"comment": "The number of models (default: 10)",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 8,
"minInterval": 1
},
{
"name": "A",
"comment": "Size of attribute space, as a percentage of total attribute space size (must be between 1 and 100, default: 50)",
"type": "int",
"default": 50,
"min": 10,
"max": 100,
"minInterval": 5,
"refineSplits": 8
}
]
},
{
"name": "meka.classifiers.multilabel.MLCBMaD",
"providedInterface": ["MLClassifier","MetaMLClassifier"],
"requiredInterface": [{"id": "W","name": "BasicMLClassifier"}],
"parameter": [
{
"name": "size",
"comment": "Size of the compressed matrix. Should be less than the number of labels and more than 1. (default: 20)",
"type": "int",
"min": 1,
"max": 20,
"default": 20,
"minInterval": 1,
"refineSplits": 2
},
{
"name": "threshold",
"comment": "Threshold for the matrix decompositon, what is considered frequent. Between 0 and 1. (default: 0.5)",
"type": "double",
"min": 0.0,
"max": 1.0,
"default": 0.5,
"minInterval": 0.05,
"refineSplits": 8
}
]
},
{
"name": "meka.classifiers.multilabel.meta.BaggingML",
"providedInterface": ["MLClassifier","MetaMLClassifier","ProblemTransformationMethod"],
"requiredInterface": [{"id": "W","name": "BasicMLClassifier"}],
"parameter": [
{
"name": "I",
"comment": "Sets the number of models (default 10)",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 8,
"minInterval": 1
},
{
"name": "P",
"comment": "Size of each bag, as a percentage of total training size (default 67)",
"type": "int",
"default": 67,
"min": 10,
"max": 100,
"refineSplits": 8,
"minInterval": 5
}
]
},
{
"name": "meka.classifiers.multilabel.meta.BaggingMLdup",
"providedInterface": ["MLClassifier","MetaMLClassifier","ProblemTransformationMethod"],
"requiredInterface": [{"id": "W","name": "BasicMLClassifier"}],
"parameter": [
{
"comment": "Sets the number of models (default 10)",
"name": "I",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 4,
"minInterval": 1
},
{
"name": "P",
"comment": "Size of each bag, as a percentage of total training size (default 67)",
"type": "int",
"default": 67,
"min": 10,
"max": 100,
"refineSplits": 8,
"minInterval": 5
}
]
},
{
"name": "meka.classifiers.multilabel.meta.EnsembleML",
"providedInterface": ["MLClassifier","MetaMLClassifier","ProblemTransformationMethod"],
"requiredInterface": [{"id": "W","name": "BasicMLClassifier"}],
"parameter": [
{
"comment": "Sets the number of models (default 10)",
"name": "I",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 4,
"minInterval": 1
},
{
"name": "P",
"comment": "Size of each bag, as a percentage of total training size (default 67)",
"type": "int",
"default": 67,
"min": 10,
"max": 100,
"refineSplits": 8,
"minInterval": 5
}
]
},
{
"name": "meka.classifiers.multilabel.meta.EM",
"providedInterface": ["MLClassifier","MetaMLClassifier"],
"requiredInterface": [{"id": "W","name": "ProblemTransformationMethod"}],
"parameter": [
{
"comment": "Sets the number of models (default 10)",
"name": "I",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 4,
"minInterval": 1
}
]
},
{
"name": "meka.classifiers.multilabel.meta.CM",
"providedInterface": ["MLClassifier","MetaMLClassifier"],
"requiredInterface": [{"id": "W","name": "BasicMLClassifier"}],
"parameter": [
{
"comment": "Sets the number of models (default 10)",
"name": "I",
"type": "int",
"default": 10,
"min": 10,
"max": 50,
"refineSplits": 4,
"minInterval": 1
}
]
}
]
}
