ML Research Wiki / Benchmarks / Time Series Analysis / PhysioNet Challenge 2012

PhysioNet Challenge 2012

Time Series Analysis Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: F1

Top Performing Models

Rank	Model	Paper	F1	Date	Code
1	naive classifier	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	87.47	2021-06-29	📦 fiorella-wever/APC
2	GRU-D - APC (n = 1)	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	27.30	2021-06-29	📦 fiorella-wever/APC
3	GRU-APC (n = 1)	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	25.70	2021-06-29	📦 fiorella-wever/APC
4	GRU-D	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	22.50	2021-06-29	📦 fiorella-wever/APC
5	GRU	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	22.30	2021-06-29	📦 fiorella-wever/APC
6	GRU-Simple	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	22.20	2021-06-29	📦 fiorella-wever/APC
7	GRU-Mean	As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning	22.10	2021-06-29	📦 fiorella-wever/APC

All Papers (7)

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

naive classifier

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU-D - APC (n = 1)

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU-APC (n = 1)

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU-D

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU-Simple

fiorella-wever/APC

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

2021

GRU-Mean

fiorella-wever/APC

PhysioNet Challenge 2012

Performance Over Time

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Top Performing Models

All Papers (7)

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

Model	Paper	F1	Date
naive classifier	As easy as APC: overcoming missing data and class…	87.47	2021-06-29
GRU-D - APC (n = 1)	As easy as APC: overcoming missing data and class…	27.30	2021-06-29
GRU-APC (n = 1)	As easy as APC: overcoming missing data and class…	25.70	2021-06-29
GRU-D	As easy as APC: overcoming missing data and class…	22.50	2021-06-29
GRU	As easy as APC: overcoming missing data and class…	22.30	2021-06-29
GRU-Simple	As easy as APC: overcoming missing data and class…	22.20	2021-06-29
GRU-Mean	As easy as APC: overcoming missing data and class…	22.10	2021-06-29