ML Research Wiki / Benchmarks / Length-of-Stay prediction / MIMIC-III

MIMIC-III

Length-of-Stay prediction Benchmark

Performance Over Time

📊 Showing 5 results | 📏 Metric: Accuracy (LOS>3 Days)

Top Performing Models

Rank Model Paper Accuracy (LOS>3 Days) Date Code
1 Random Forests (RF) MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III 92.30 2019-07-19 📦 MLforHealth/MIMIC_Extract 📦 asjad99/MIMIC_RL_COACH
2 Logistic Regression (LR) MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III 91.90 2019-07-19 📦 MLforHealth/MIMIC_Extract 📦 asjad99/MIMIC_RL_COACH
3 GRU-D MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III 91.20 2019-07-19 📦 MLforHealth/MIMIC_Extract 📦 asjad99/MIMIC_RL_COACH
4 EHR-Graph Transformer (pre-trained) Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions 0.00 2022-03-23 📦 chantalmp/unsupervised_pre-training_of_graph_transformers_on_patient_population_graphs 📦 chantalmp/unsupervised-pre-training-on-patient-population-graphs-for-patient-level-predictions
5 EHR-Graph Transformer Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions 0.00 2022-03-23 📦 chantalmp/unsupervised_pre-training_of_graph_transformers_on_patient_population_graphs 📦 chantalmp/unsupervised-pre-training-on-patient-population-graphs-for-patient-level-predictions

All Papers (5)

MLforHealth/MIMIC_Extract asjad99/MIMIC_RL_COACH
MLforHealth/MIMIC_Extract asjad99/MIMIC_RL_COACH
MLforHealth/MIMIC_Extract asjad99/MIMIC_RL_COACH
chantalmp/unsupervised_pre-training_of_graph_transformers_on_patient_population_graphs chantalmp/unsupervised-pre-training-on-patient-population-graphs-for-patient-level-predictions
chantalmp/unsupervised_pre-training_of_graph_transformers_on_patient_population_graphs chantalmp/unsupervised-pre-training-on-patient-population-graphs-for-patient-level-predictions