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Time Series Classification On Digitshapes

Metrics

Accuracy

NLL

Results

Performance results of various models on this benchmark

Model Name	Accuracy	NLL	Paper Title	Repository
GP-Sig-LSTM	1.000	0.008	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
MALSTM-FCN	1	-	Multivariate LSTM-FCNs for Time Series Classification
GP-Sig-GRU	1.000	0.035	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-KConv1D	1.000	0.035	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-Sig	1.000	0.021	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
GP-LSTM	1.000	0.013	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	0.812	0.727	Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
SNLST	1	-	Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections

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