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Models/GP-LSTM

GP-LSTM

Reported on 32 benchmarks across 1 task · 1 paper · 5 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 ClassificationonArabicDigits
    NLL· 2019-06-19
    0.082
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPEMS
    NLL· 2019-06-19
    1.194
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCMUsubject16
    NLL· 2019-06-19
    0.27
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonKickvsPunch
    NLL· 2019-06-19
    0.696
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWafer
    NLL· 2019-06-19
    0.105
    SOTA
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonSHAPES
    Accuracy· 2019-06-19
    1
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonSHAPES
    NLL· 2019-06-19
    0.016
    best: 0.168 (GP-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonNetFlow
    Accuracy· 2019-06-19
    0.928
    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
    0.251
    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
    0.776
    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
    0.911
    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
    1
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonDigitShapes
    NLL· 2019-06-19
    0.013
    best: 0.727 (GP-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCharacterTrajectories
    Accuracy· 2019-06-19
    0.233
    best: 1 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonCharacterTrajectories
    NLL· 2019-06-19
    2.506
    best: 3.523 (GP-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPenDigits
    Accuracy· 2019-06-19
    0.953
    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
    0.185
    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
    0.88
    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
    0.65
    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
    0.985
    best: 0.9945 (ConvTran)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonJapaneseVowels
    Accuracy· 2019-06-19
    0.982
    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
    0.061
    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
    0.87
    best: 0.98 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonUWave
    NLL· 2019-06-19
    0.745
    best: 1.168 (GP-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonECG
    Accuracy· 2019-06-19
    0.782
    best: 0.86 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonECG
    NLL· 2019-06-19
    0.496
    best: 0.601 (GP-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonPEMS
    Accuracy· 2019-06-19
    0.745
    best: 0.857 (FCN-SNLST)
    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
    0.048
    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
    0.924
    best: 1 (GP-Sig-GRU)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonKickvsPunch
    Accuracy· 2019-06-19
    0.62
    best: 1 (MALSTM-FCN)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215
  • Time Series ClassificationonWafer
    Accuracy· 2019-06-19
    0.966
    best: 0.9999513303049968 (R_DST_Ensemble)
    Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesarXiv:1906.08215