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Models/Decision Tree

Decision Tree

Reported on 14 benchmarks across 5 tasks · 3 papers · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology6 results

Electrocardiography (ECG)onMIMIC-III
F1 score· 2018-03-18
0.91
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Electrocardiography (ECG)onMIMIC-III
Precision· 2018-03-18
0.9
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Electrocardiography (ECG)onMIMIC-III
Recall· 2018-03-18
0.92
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
F1 score· 2018-03-18
0.91
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
Precision· 2018-03-18
0.9
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
Recall· 2018-03-18
0.92
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589

Computer Vision4 results

Image ClassificationonCUB
Explanation complexity· 2021-06-12
45.92
SOTA
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Classification Accuracy· 2021-06-12
0.8162
best: 0.9295 (Entropy-based Logic Explained Network)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Explanation Accuracy· 2021-06-12
89.36
best: 96.02 (Bayesian Rule List)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804
Image ClassificationonCUB
Explanation extraction time· 2021-06-12
8.1
best: 264678.29 (Bayesian Rule List)
Entropy-based Logic Explanations of Neural Networks arXiv:2106.06804

Medical3 results

Mortality PredictiononMIMIC-III
F1 score· 2018-03-18
0.91
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Mortality PredictiononMIMIC-III
Precision· 2018-03-18
0.9
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589
Mortality PredictiononMIMIC-III
Recall· 2018-03-18
0.92
best: 0.97 (Random Forest)
Early hospital mortality prediction using vital signals arXiv:1803.06589

Natural Language Processing1 result

Humor Detectionon200k Short Texts for Humor Detection
F1-score· 2020-04-27
0.794
best: 0.982 (ColBERT model)
ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor arXiv:2004.12765