OpenCodePapers

time-series-classification-on-ecg

Time Series Classification

Results over time

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Leaderboard

Paper	Code	Accuracy	NLL	ModelName	ReleaseDate
Multivariate LSTM-FCNs for Time Series Classification	✓ Link	0.86		MALSTM-FCN	2018-01-14
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections	✓ Link	0.860		FCN-SNLST	2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.848	0.356	GP-Sig	2019-06-19
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections	✓ Link	0.842		SNLST	2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.832	0.431	GP-Sig-GRU	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.816	0.402	GP-Sig-LSTM	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.782	0.496	GP-LSTM	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.760	0.543	GP-KConv1D	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.734	0.601	GP-GRU	2019-06-19