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SYNTHETIC_STREAMS.txt
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SYNTHETIC_STREAMS.txt
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The synthetic data streams configurations. To run these commands you will need to include the
task and the classifier. For example, if you want to perform a 10-fold cross-validation on
LED_a using a hoeffding tree.
SAMPLE USAGE:
EvaluatePrequentialCV -l trees.HoeffdingTree -s (ConceptDriftStream -s generators.LEDGeneratorDrift -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 3) -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 5) -d (generators.LEDGeneratorDrift -d 7) -p 250000 -w 50) -p 250000 -w 50) -p 250000 -w 50) -e BasicClassificationPerformanceEvaluator -i 1000000 -f 1000000
THE SYNTHETIC DATA STREAMS CONFIGURATIONS:
LED_a
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 1) -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 3) -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 5) -d (generators.LEDGeneratorDrift -d 7) -w 50 -p 250000 ) -w 50 -p 250000 ) -w 50 -p 250000)
LED_g
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 1) -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 3) -d (ConceptDriftStream -s (generators.LEDGeneratorDrift -d 5) -d (generators.LEDGeneratorDrift -d 7) -w 50000 -p 250000 ) -w 50000 -p 250000 ) -w 50000 -p 250000)
SEA_a
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.SEAGenerator -f 1) -d (ConceptDriftStream -s (generators.SEAGenerator -f 2) -d (ConceptDriftStream -s (generators.SEAGenerator ) -d (generators.SEAGenerator -f 4) -w 50 -p 250000 ) -w 50 -p 250000 ) -w 50 -p 250000)
SEA_g
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.SEAGenerator -f 1) -d (ConceptDriftStream -s (generators.SEAGenerator -f 2) -d (ConceptDriftStream -s (generators.SEAGenerator ) -d (generators.SEAGenerator -f 4) -w 50000 -p 250000 ) -w 50000 -p 250000 ) -w 50000 -p 250000)
AGR_a
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.AgrawalGenerator -f 1) -d (ConceptDriftStream -s (generators.AgrawalGenerator -f 2) -d (ConceptDriftStream -s (generators.AgrawalGenerator ) -d (generators.AgrawalGenerator -f 4) -w 50 -p 250000 ) -w 50 -p 250000 ) -w 50 -p 250000)
AGR_g
-i 1000000 -f 1000000 -s (ConceptDriftStream -s (generators.AgrawalGenerator -f 1) -d (ConceptDriftStream -s (generators.AgrawalGenerator -f 2) -d (ConceptDriftStream -s (generators.AgrawalGenerator ) -d (generators.AgrawalGenerator -f 4) -w 50000 -p 250000 ) -w 50000 -p 250000 ) -w 50000 -p 250000)
RTG
-i 1000000 -f 1000000 -s (generators.RandomTreeGenerator -o 5 -u 5 -c 2 -d 5 -i 1 -r 1)
RBF_m
-i 1000000 -f 1000000 -s (generators.RandomRBFGeneratorDrift -c 5 -s .0001)
RBF_f
-i 1000000 -f 1000000 -s (generators.RandomRBFGeneratorDrift -c 5 -s .001)
HYPER
-i 1000000 -f 1000000 -s (generators.HyperplaneGenerator -k 10 -t .001)