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Data Stream Classification research benchmarks · SOTA2 Research

Data Stream Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Hyperplane (30 batches)

83.79Accuracy

21

Apr 7, 2026

Hyperplane (20 batches)

85.62Accuracy

21

Apr 7, 2026

Hyperplane (10 batches)

86.62Accuracy

21

Apr 7, 2026

0.34KappaM

10

Feb 26, 2026

97KappaM

10

Feb 26, 2026

interchangingRBF

0.97KappaM

10

Feb 26, 2026

0.84KappaM

10

Feb 26, 2026

0.85KappaM

10

Feb 26, 2026

0.35KappaT

10

Feb 26, 2026

0.21KappaT

10

Feb 26, 2026

0.21KappaT

10

Feb 26, 2026

0.97KappaT

10

Feb 26, 2026

interchangingRBF

0.97KappaT

10

Feb 26, 2026

0.88KappaT

10

Feb 26, 2026

0.86KappaT

10

Feb 26, 2026

rotatingHyperplane

0.8KappaT

10

Feb 26, 2026

transientChessboard

0.94KappaT

10

Feb 26, 2026

0.91KappaM

9

Feb 26, 2026

0.1KappaT

9

Feb 26, 2026

Weather W 50 configurations

80Start Phase 1 Score

8

Mar 11, 2026

SRW 10 configurations

87Start Accuracy (Config 1)

8

Mar 11, 2026

65.77Accuracy

7

Feb 26, 2026

96.32Accuracy

7

Feb 26, 2026

97.42Accuracy

7

Feb 26, 2026

CaDrift Dataset 8

79.58Accuracy

7

Feb 26, 2026

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CaDrift Hyperplane mixedDrift movingSquares interchangingRBF

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