OpenCodePapers

time-series-classification-on-uwave

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	0.98		MALSTM-FCN	2018-01-14
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.970	0.113	GP-Sig-LSTM	2019-06-19
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections	✓ Link	0.969		FCN-SNLST	2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.968	0.121	GP-Sig-GRU	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.964	0.140	GP-Sig	2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.947	0.189	GP-KConv1D	2019-06-19
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections	✓ Link	0.938		SNLST	2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.870	0.745	GP-LSTM	2019-06-19
TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series	✓ Link	0.831		TSEM	2022-05-25
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances	✓ Link	0.763	1.168	GP-GRU	2019-06-19