ML Research Wiki / Benchmarks / Respiratory Failure / HiRID

HiRID

Respiratory Failure Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: AUPRC

Top Performing Models

Rank	Model	Paper	AUPRC	Date	Code
1	Temporal Label Smoothing	Temporal Label Smoothing for Early Event Prediction	77.00	2022-08-29	📦 ratschlab/tls
2	LGBM ( + hand crafted features)	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
3	Transformer	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
4	GRU	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
5	TCN	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
6	LGBM	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
7	LSTM	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark
8	Logistic Regression	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data	0.00	2021-11-16	📦 ratschlab/HIRID-ICU-Benchmark

All Papers (8)

Temporal Label Smoothing for Early Event Prediction

2022

Temporal Label Smoothing

ratschlab/tls

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

LGBM ( + hand crafted features)

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

Transformer

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

GRU

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

TCN

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

LGBM

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

LSTM

ratschlab/HIRID-ICU-Benchmark

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

2021

Logistic Regression

ratschlab/HIRID-ICU-Benchmark

HiRID

Performance Over Time

Edit Benchmark Results

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Top Performing Models

All Papers (8)

Temporal Label Smoothing for Early Event Prediction

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

Model	Paper	AUPRC	Date
Temporal Label Smoothing	Temporal Label Smoothing for Early Event Predicti…	77.00	2022-08-29
LGBM ( + hand crafted features)	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
Transformer	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
GRU	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
TCN	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
LGBM	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
LSTM	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16
Logistic Regression	HiRID-ICU-Benchmark -- A Comprehensive Machine Le…		2021-11-16