ML Research Wiki / Benchmarks / Time Series Classification / SHAPES

SHAPES

Time Series Classification Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 GP-Sig Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 1.00 2019-06-19 📦 tgcsaba/GPSig
2 GP-Sig-GRU Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 1.00 2019-06-19 📦 tgcsaba/GPSig
3 GP-KConv1D Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 1.00 2019-06-19 📦 tgcsaba/GPSig
4 GP-Sig-LSTM Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 1.00 2019-06-19 📦 tgcsaba/GPSig
5 GP-LSTM Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 1.00 2019-06-19 📦 tgcsaba/GPSig
6 MALSTM-FCN Multivariate LSTM-FCNs for Time Series Classification 1.00 2018-01-14 📦 timeseriesAI/tsai 📦 titu1994/LSTM-FCN 📦 titu1994/MLSTM-FCN
7 SNLST Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections 1.00 2020-06-12 📦 tgcsaba/seq2tens
8 FCN-SNLST Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections 1.00 2020-06-12 📦 tgcsaba/seq2tens
9 GP-GRU Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances 0.87 2019-06-19 📦 tgcsaba/GPSig

All Papers (9)

tgcsaba/GPSig
tgcsaba/GPSig
tgcsaba/GPSig
tgcsaba/GPSig
tgcsaba/GPSig
timeseriesAI/tsai titu1994/LSTM-FCN
tgcsaba/seq2tens
tgcsaba/seq2tens
tgcsaba/GPSig