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moa.FIMTDD

moa.FIMTDD

Visibility: public Uploaded 23-04-2014 by Jan van Rijn Moa_2014.03 195 runs
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  • Verified_Supervised_Data_Stream_Classification
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Moa implementation of FIMTDD

Parameters

aPageHinckleyAlpha: The alpha value to use in the Page Hinckley change detection tests.default: 0.005
bbinarySplits: Only allow binary splits.default: false
csplitConfidence: The allowable error in split decision, values closer to 0 will take longer to decide.default: 1.0E-7
dnominalEstimator: Nominal estimator to use.default: NominalAttributeClassObserver
ememoryEstimatePeriod: How many instances between memory consumption checks.default: 1000000
fAlternateTreeFadingFactor: The fading factor to use when deciding if an alternate tree should replace an original.default: 0.995
ggracePeriod: The number of instances a leaf should observe between split attempts.default: 200
hPageHinckleyThreshold: The threshold value to be used in the Page Hinckley change detection tests.default: 50
jlearningRatio_Decay_or_Const: learning Ratio Decay or const parameter.default: false
lleafprediction: Leaf prediction to use.default: NBAdaptive
mmaxByteSize: Maximum memory consumed by the tree.default: 33554432
nnumericEstimator: Numeric estimator to use.default: FIMTDDNumericAttributeClassObserver
pnoPrePrune: Disable pre-pruning.default: false
qnbThreshold: The number of instances a leaf should observe before permitting Naive Bayes.default: 0
rremovePoorAtts: Disable poor attributes.default: false
ssplitCriterion: Split criterion to use.default: SDRSplitCriterion
ttieThreshold: Threshold below which a split will be forced to break ties.default: 0.05
uAlternateTreeTime: The 'time' (in terms of number of instances) value to use when deciding if an alternate tree should be discarded.default: 1500
wlearningRatio: Learning ratio to use for training the Perceptrons in the leaves.default: 0.01
yAlternateTreeTMin: The Tmin value to use when deciding if an alternate tree should replace an original.default: 150
zstopMemManagement: Stop growing as soon as memory limit is hit.default: false

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