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Models/Random Forest

Random Forest

Reported on 35 benchmarks across 14 tasks · 4 papers · 16 SOTA

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

Natural Language Processing11 results

Intrusion DetectiononCICIDS2017
Accuracy (%)
98.13
Intrusion DetectiononCICIDS2017
F1 Score (Macro Avg)
98.13
Intrusion DetectiononCICIDS2017
Precision (Macro Avg)
98.14
Intrusion DetectiononCICIDS2017
Recall (Macro Avg)
98.13
Intrusion DetectiononCICIDS2017
Avg F1· uses extra data
0.971
best: 0.9875 (OC-SVM / RF)
Intrusion DetectiononCICIDS2017
Precision· uses extra data
98.2
best: 99.26 (OC-SVM / RF)
Intrusion DetectiononCICIDS2017
Recall· uses extra data
96.1
best: 99.7 (DBN)
Entity ResolutiononAbt-Buy
F1 (%)
85
best: 95.78 (gpt4-0613_zeroshot)
Entity ResolutiononWDC Computers-xlarge
F1 (%)
78
best: 98.33 (RoBERTa-SupCon)
Entity ResolutiononAmazon-Google
F1 (%)
79
best: 85.21 (gpt4-0613_fewshot-10)
Text ClassificationonACL-ARC
F1
53
best: 78.1 (FE-MLM + Span)

Methodology9 results

Anomaly DetectiononVehicle Claims
AUC· 2022-10-25
98.65
SOTA
Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings arXiv:2210.14056
Electrocardiography (ECG)onMIMIC-III
F1 score· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Electrocardiography (ECG)onMIMIC-III
Precision· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Electrocardiography (ECG)onMIMIC-III
Recall· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
ClassificationonCoordinated Reply Attacks in Influence Operations: Characterization and Detection
AUC· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
F1 score· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
Precision· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Medical waveform analysisonMIMIC-III
Recall· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
ClassificationonACL-ARC
F1
53
best: 78.1 (FE-MLM + Span)

Computer Vision6 results

Person Re-IdentificationoneSports Sensors Dataset
Accuracy· 2020-11-02
52.1
SOTA
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958
Person Re-IdentificationoneSports Sensors Dataset
LogLoss· 2020-11-02
0.01617
best: 0.01588 (SVM)
SOTA
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958
Person Re-IdentificationoneSports Sensors Dataset
ROC AUC· 2020-11-02
0.919
SOTA
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958
Skills EvaluationoneSports Sensors Dataset
LogLoss· 2020-11-02
0.456
best: 0.311 (SVM)
SOTA
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958
Skills EvaluationoneSports Sensors Dataset
Accuracy· 2020-11-02
80
best: 85.6 (SVM)
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958
Skills EvaluationoneSports Sensors Dataset
ROC AUC· 2020-11-02
0.885
best: 0.945 (SVM)
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset arXiv:2011.00958

Knowledge Base4 results

Causal InferenceonIHDP
Average Treatment Effect Error· 2016-06-13
0.96
best: 0.13 (SIP + BCAUSS)
SOTA
Estimating individual treatment effect: generalization bounds and algorithms arXiv:1606.03976
Data IntegrationonAbt-Buy
F1 (%)
85
best: 95.78 (gpt4-0613_zeroshot)
Data IntegrationonWDC Computers-xlarge
F1 (%)
78
best: 98.33 (RoBERTa-SupCon)
Data IntegrationonAmazon-Google
F1 (%)
79
best: 85.21 (gpt4-0613_fewshot-10)

Medical3 results

Mortality PredictiononMIMIC-III
F1 score· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Mortality PredictiononMIMIC-III
Precision· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589
Mortality PredictiononMIMIC-III
Recall· 2018-03-18
0.97
SOTA
Early hospital mortality prediction using vital signals arXiv:1803.06589

Graphs1 result

Graph RegressiononTox21
AUC@80%Train
0.71
best: 0.78 (CensNet)

Other1 result

Sentence ClassificationonACL-ARC
F1
53
best: 78.1 (FE-MLM + Span)