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time-series-classification-on-wafer
Time Series Analysis
Time Series Classification
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Paper
Code
Accuracy
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NLL
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Accuracy(30-fold)
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ModelName
ReleaseDate
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Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets
✓ Link
0.9999513303049968
0.9999513303049968
R_DST_Ensemble
2021-09-28
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.994
0.029
GP-GRU
2019-06-19
Multivariate LSTM-FCNs for Time Series Classification
✓ Link
0.99
MALSTM-FCN
2018-01-14
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
✓ Link
0.989
FCN-SNLST
2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.988
0.048
GP-Sig-LSTM
2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.984
0.085
GP-KConv1D
2019-06-19
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
✓ Link
0.981
SNLST
2020-06-12
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.978
0.081
GP-Sig-GRU
2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.966
0.105
GP-LSTM
2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
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0.965
0.105
GP-Sig
2019-06-19
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