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Time Series Classification On Kickvspunch

Metrics

Accuracy

NLL

Results

Performance results of various models on this benchmark

Model Name	Accuracy	NLL	Paper Title	Repository
GP-Sig-GRU	0.820	0.493	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	0.620	0.696	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	1	-	Multivariate LSTM-FCNs for Time Series Classification
SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-KConv1D	0.700	0.662	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
FCN-SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
GP-GRU	0.600	0.674	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	0.900	0.224	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig-LSTM	0.900	0.301	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances

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