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Models/GP-GRU

GP-GRU

Reported on 32 benchmarks across 1 task · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series32 results

  • Time Series ClassificationonSHAPES
    NLL· 2019-06-19
    0.168
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonDigitShapes
    NLL· 2019-06-19
    0.727
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCharacterTrajectories
    NLL· 2019-06-19
    3.523
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonUWave
    NLL· 2019-06-19
    1.168
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonECG
    NLL· 2019-06-19
    0.601
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWafer
    Accuracy· 2019-06-19
    0.994
    best: 0.9999513303049968 (R_DST_Ensemble)
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonSHAPES
    Accuracy· 2019-06-19
    0.867
    best: 1 (GP-Sig)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonNetFlow
    Accuracy· 2019-06-19
    0.926
    best: 0.96 (FCN-SNLST)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonNetFlow
    NLL· 2019-06-19
    0.194
    best: 0.259 (GP-Sig-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonLibras
    Accuracy· 2019-06-19
    0.742
    best: 0.97 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonLibras
    NLL· 2019-06-19
    1.11
    best: 1.608 (GP-KConv1D)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonDigitShapes
    Accuracy· 2019-06-19
    0.812
    best: 1 (GP-Sig-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCharacterTrajectories
    Accuracy· 2019-06-19
    0.114
    best: 1 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPenDigits
    Accuracy· 2019-06-19
    0.951
    best: 0.955 (GP-Sig)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPenDigits
    NLL· 2019-06-19
    0.187
    best: 0.399 (GP-Sig-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonAUSLAN
    Accuracy· 2019-06-19
    0.949
    best: 0.993 (FCN-SNLST)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonAUSLAN
    NLL· 2019-06-19
    0.248
    best: 1.9 (GP-KConv1D)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonArabicDigits
    Accuracy· 2019-06-19
    0.986
    best: 0.9945 (ConvTran)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonArabicDigits
    NLL· 2019-06-19
    0.066
    best: 0.082 (GP-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonJapaneseVowels
    Accuracy· 2019-06-19
    0.986
    best: 0.99 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonJapaneseVowels
    NLL· 2019-06-19
    0.052
    best: 0.08 (GP-Sig-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonUWave
    Accuracy· 2019-06-19
    0.763
    best: 0.98 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonECG
    Accuracy· 2019-06-19
    0.734
    best: 0.86 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPEMS
    Accuracy· 2019-06-19
    0.769
    best: 0.857 (FCN-SNLST)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPEMS
    NLL· 2019-06-19
    0.784
    best: 1.194 (GP-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWalkvsRun
    Accuracy· 2019-06-19
    1
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWalkvsRun
    NLL· 2019-06-19
    0.028
    best: 0.066 (GP-KConv1D)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCMUsubject16
    Accuracy· 2019-06-19
    0.993
    best: 1 (GP-Sig-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCMUsubject16
    NLL· 2019-06-19
    0.089
    best: 0.27 (GP-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonKickvsPunch
    Accuracy· 2019-06-19
    0.6
    best: 1 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonKickvsPunch
    NLL· 2019-06-19
    0.674
    best: 0.696 (GP-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWafer
    NLL· 2019-06-19
    0.029
    best: 0.105 (GP-LSTM)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215