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Cardiovascular Disease Detection on UCI Heart Disease (5-fold stratified CV)

86.1Accuracy

Residual GRU+MHSA

Updated 1mo ago

Evaluation Results

Method	Links
Residual GRU+MHSA 2025.12		86.1	86	90.8	90.4
LSTM-Transformer 2025.12		85.8	85.6	90.7	90.7
GaussianNB 2025.12		85.5	85.3	90.2	89.5
DeepMLP 2025.12		85.5	85.2	90.2	90.7
CNN-LSTM 2025.12		85.5	85.2	89	89.2
StackedLSTM 2025.12		85.1	84.9	89.1	89.3
StackedGRU 2025.12		85.1	84.8	89.7	89.9
DeepTransformer 2025.12		84.8	84.7	90.9	91.2
CNN-GRU 2025.12		84.5	84.2	88.8	88.9
SVM (RBF) 2025.12		83.8	83.5	89.8	90
DeepCNN1D 2025.12		83.5	83.3	89	89.1
Logistic Regression 2025.12		83.2	83	91.2	90.8
Extra Trees 2025.12		82.2	82	91.5	89.5
Random Forest 2025.12		82.2	81.9	91	90.7
kNN 2025.12		81.8	81.6	90.3	88
Gradient Boosting 2025.12		80.2	79.9	88.6	87.6
Decision Tree 2025.12		76.5	76.4	76.6	67.6