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Papers Benchmarks Datasets Tasks

Ecoli dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Ecoli

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Counterfactual Explanation

ecoli

100Validity

8

Generating observational data

Ecoli

0.016MMD (Generated vs Query)

8

Tabular Data Synthesis

ecoli4

2.2Training Time (s)

7

Tabular Data Synthesis

ecoli2

2.1Training Time (s)

7

Tabular Data Synthesis

ecoli1

2.1Training Time (s)

7

Multiclass Classification

ecoli

96.63AUC

7

Causal Bayesian Optimization

ECOLI70 target #1583, no-parent intervention (intervention sweep)

0.893Mean Score

6

Counterfactual Explanation Generation

ecoli

3.8Average Euclidean Distance

6

Counterfactual Explanation

ecoli

6.19Proximity Score

6

Causal discovery

ECOLI70 n=100, p=46, s=70 (semi-synthetic)

0.59nSHD

6

Manifold Learning

Ecoli

96.94TW + CN / 2 Score

5

Ecoli UCI (test)

88.1Accuracy

5

Causal Structure Learning

Ecoli70

56,781CI Tests Count

5

Ecoli

98.51Accuracy

4

ecoli (Out-of-sample)

4.41Mean Error

4

ecoli In-sample

6.75Mean Error

4

Binary Imbalanced Classification

ecoli 0-1-3-7_vs_2-6

99.8F1-score

4

Binary Imbalanced Classification

ecoli4

99.93F1-score

4

Binary Imbalanced Classification

ecoli-0-1-4-7_vs_5-6

99.75F1-score

4

Binary Imbalanced Classification

ecoli3

98.2F1-score

4

Binary Imbalanced Classification

Ecoli 1

99.17F1-score

4

Outlier Explanation

ecoli

0.002Average Run Time (seconds)

4

Ecoli large variance

0.344NP1

4

Ecoli small circle radii variance

0.36NP1

4

Ecoli

0.018Running time (s)

4

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Popular tasks

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