SOTAVerified

Time Series Classification

Time Series Classification is a general task that can be useful across many subject-matter domains and applications. The overall goal is to identify a time series as coming from one of possibly many sources or predefined groups, using labeled training data. That is, in this setting we conduct supervised learning, where the different time series sources are considered known.

Source: Nonlinear Time Series Classification Using Bispectrum-based Deep Convolutional Neural Networks

Papers

Showing 601650 of 697 papers

TitleStatusHype
A 1d convolutional network for leaf and time series classificationCode0
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series ClassificationCode0
Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time WarpingCode0
Long Short-Term Memory Neural Networks for False Information Attack Detection in Software-Defined In-Vehicle Network0
Bayesian Learning from Sequential Data using Gaussian Processes with Signature CovariancesCode0
Temporal Transformer Networks: Joint Learning of Invariant and Discriminative Time WarpingCode0
Learning Interpretable Shapelets for Time Series Classification through Adversarial Regularization0
Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networksCode0
Time-Series Event Prediction with Evolutionary State GraphCode0
Multivariate Time Series Classification using Dilated Convolutional Neural NetworkCode0
Temporal Attention Augmented Bilinear Network for Financial Time Series Data AnalysisCode0
Surface Type Classification for Autonomous Robot Indoor Navigation0
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification0
Wearable-based Parkinson's Disease Severity Monitoring using Deep Learning0
Voltage Quality Time Series Classification using Convolutional Neural Network0
RAPID: Early Classification of Explosive Transients using Deep Learning0
Medical Time Series Classification with Hierarchical Attention-based Temporal Convolutional Networks: A Case Study of Myotonic Dystrophy Diagnosis0
Adversarial Attacks on Deep Neural Networks for Time Series ClassificationCode0
Deep Neural Network Ensembles for Time Series ClassificationCode0
Should we Reload Time Series Classification Performance Evaluation ? (a position paper)0
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing DetectionCode0
Sinkhorn Divergence of Topological Signature Estimates for Time Series ClassificationCode0
Early Recognition of Sepsis with Gaussian Process Temporal Convolutional Networks and Dynamic Time WarpingCode0
End-to-End Learned Early Classification of Time Series for In-Season Crop Type MappingCode0
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network0
Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series ClassificationCode0
Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices0
Extracting Relationships by Multi-Domain MatchingCode0
Learning filter widths of spectral decompositions with waveletsCode0
Multiple-Instance Learning by Boosting Infinitely Many Shapelet-based Classifiers0
Time Series Classification to Improve Poultry Welfare0
Towards a Near Universal Time Series Data Mining Tool: Introducing the Matrix Profile0
Can automated smoothing significantly improve benchmark time series classification algorithms?0
The UEA multivariate time series classification archive, 2018Code0
Time series clustering based on the characterisation of segment typologies0
Spikebench: An open benchmark for spike train time-series classificationCode0
DuPLO: A DUal view Point deep Learning architecture for time series classificatiOn0
From BOP to BOSS and Beyond: Time Series Classification with Dictionary Based Classifiers0
Explainable time series tweaking via irreversible and reversible temporal transformationsCode0
Elastic bands across the path: A new framework and methods to lower bound DTWCode0
Data augmentation using synthetic data for time series classification with deep residual networksCode0
Predicting Learning Status in MOOCs using LSTM0
Multilevel Wavelet Decomposition Network for Interpretable Time Series AnalysisCode0
A review on distance based time series classification0
Towards a universal neural network encoder for time series0
Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders0
Bag of Recurrence Patterns Representation for Time-Series Classification0
Precision and Recall for Time SeriesCode0
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification0
A Shapelet Transform for Multivariate Time Series Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GRU-DAUC86.99Unverified
2IP-NETSAUC86.42Unverified
3TransformerAUC86.28Unverified
4IP-NetsAUC86.24Unverified
5mTAND-FullAUC85.8Unverified
6mTAND-EncAUC85.4Unverified
7SeFT-AttnAUC85.14Unverified
8GRU-DAUC84.24Unverified
9STraTSAUC83.9Unverified
10ODE-RNNAUC83.3Unverified
#ModelMetricClaimedVerifiedStatus
1Disjoint-CNNAccuracy0.99Unverified
2ConvTranAccuracy0.99Unverified
3MALSTM-FCNAccuracy0.97Unverified
4GP-SigAccuracy0.96Unverified
5SNLSTAccuracy0.95Unverified
6GP-LSTMAccuracy0.95Unverified
7FCN-SNLSTAccuracy0.95Unverified
8GP-GRUAccuracy0.95Unverified
9GP-KConv1DAccuracy0.95Unverified
10GP-Sig-LSTMAccuracy0.93Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTranAccuracy0.99Unverified
2GP-Sig-GRUAccuracy0.99Unverified
3FCN-SNLSTAccuracy0.99Unverified
4GP-Sig-LSTMAccuracy0.99Unverified
5MALSTM-FCNAccuracy0.99Unverified
6GP-GRUAccuracy0.99Unverified
7GP-LSTMAccuracy0.99Unverified
8GP-KConv1DAccuracy0.98Unverified
9GP-SigAccuracy0.98Unverified
10SNLSTAccuracy0.97Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy0.99Unverified
2ConvTranAccuracy0.99Unverified
3GP-KConv1DAccuracy0.99Unverified
4GP-GRUAccuracy0.99Unverified
5GP-Sig-GRUAccuracy0.99Unverified
6GP-SigAccuracy0.98Unverified
7GP-LSTMAccuracy0.98Unverified
8GP-Sig-LSTMAccuracy0.98Unverified
9FCN-SNLSTAccuracy0.98Unverified
10SNLSTAccuracy0.98Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy0.97Unverified
2FCN-SNLSTAccuracy0.96Unverified
3GP-SigAccuracy0.92Unverified
4GP-Sig-LSTMAccuracy0.92Unverified
5GP-Sig-GRUAccuracy0.9Unverified
6GP-LSTMAccuracy0.78Unverified
7SNLSTAccuracy0.77Unverified
8GP-GRUAccuracy0.74Unverified
9GP-KConv1DAccuracy0.7Unverified
10TSEMAccuracy0.37Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy0.98Unverified
2GP-Sig-LSTMAccuracy0.97Unverified
3FCN-SNLSTAccuracy0.97Unverified
4GP-Sig-GRUAccuracy0.97Unverified
5GP-SigAccuracy0.96Unverified
6GP-KConv1DAccuracy0.95Unverified
7SNLSTAccuracy0.94Unverified
8GP-LSTMAccuracy0.87Unverified
9TSEMAccuracy0.83Unverified
10GP-GRUAccuracy0.76Unverified
#ModelMetricClaimedVerifiedStatus
1R_DST_EnsembleAccuracy1Unverified
2GP-GRUAccuracy0.99Unverified
3MALSTM-FCNAccuracy0.99Unverified
4FCN-SNLSTAccuracy0.99Unverified
5GP-Sig-LSTMAccuracy0.99Unverified
6GP-KConv1DAccuracy0.98Unverified
7SNLSTAccuracy0.98Unverified
8GP-Sig-GRUAccuracy0.98Unverified
9GP-LSTMAccuracy0.97Unverified
10GP-SigAccuracy0.97Unverified
#ModelMetricClaimedVerifiedStatus
1FCN-SNLSTAccuracy0.99Unverified
2GP-Sig-LSTMAccuracy0.98Unverified
3GP-Sig-GRUAccuracy0.98Unverified
4SNLSTAccuracy0.97Unverified
5MALSTM-FCNAccuracy0.96Unverified
6GP-GRUAccuracy0.95Unverified
7GP-SigAccuracy0.93Unverified
8GP-LSTMAccuracy0.88Unverified
9GP-KConv1DAccuracy0.78Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy1Unverified
2FCN-SNLSTAccuracy0.99Unverified
3GP-Sig-LSTMAccuracy0.99Unverified
4GP-SigAccuracy0.98Unverified
5SNLSTAccuracy0.96Unverified
6GP-KConv1DAccuracy0.94Unverified
7GP-Sig-GRUAccuracy0.93Unverified
8GP-LSTMAccuracy0.23Unverified
9GP-GRUAccuracy0.11Unverified
#ModelMetricClaimedVerifiedStatus
1GP-Sig-GRUAccuracy1Unverified
2FCN-SNLSTAccuracy1Unverified
3SNLSTAccuracy1Unverified
4MALSTM-FCNAccuracy1Unverified
5GP-Sig-LSTMAccuracy1Unverified
6GP-GRUAccuracy0.99Unverified
7GP-SigAccuracy0.98Unverified
8GP-LSTMAccuracy0.92Unverified
9GP-KConv1DAccuracy0.9Unverified
#ModelMetricClaimedVerifiedStatus
1SNLSTAccuracy1Unverified
2MALSTM-FCNAccuracy1Unverified
3GP-KConv1DAccuracy1Unverified
4GP-SigAccuracy1Unverified
5GP-Sig-GRUAccuracy1Unverified
6FCN-SNLSTAccuracy1Unverified
7GP-Sig-LSTMAccuracy1Unverified
8GP-LSTMAccuracy1Unverified
9GP-GRUAccuracy0.81Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy0.86Unverified
2FCN-SNLSTAccuracy0.86Unverified
3GP-SigAccuracy0.85Unverified
4SNLSTAccuracy0.84Unverified
5GP-Sig-GRUAccuracy0.83Unverified
6GP-Sig-LSTMAccuracy0.82Unverified
7GP-LSTMAccuracy0.78Unverified
8GP-KConv1DAccuracy0.76Unverified
9GP-GRUAccuracy0.73Unverified
#ModelMetricClaimedVerifiedStatus
1FCN-SNLSTAccuracy1Unverified
2SNLSTAccuracy1Unverified
3MALSTM-FCNAccuracy1Unverified
4GP-SigAccuracy0.9Unverified
5GP-Sig-LSTMAccuracy0.9Unverified
6GP-Sig-GRUAccuracy0.82Unverified
7GP-KConv1DAccuracy0.7Unverified
8GP-LSTMAccuracy0.62Unverified
9GP-GRUAccuracy0.6Unverified
#ModelMetricClaimedVerifiedStatus
1FCN-SNLSTAccuracy0.96Unverified
2MALSTM-FCNAccuracy0.95Unverified
3GP-KConv1DAccuracy0.95Unverified
4GP-SigAccuracy0.94Unverified
5GP-Sig-LSTMAccuracy0.93Unverified
6GP-LSTMAccuracy0.93Unverified
7GP-GRUAccuracy0.93Unverified
8GP-Sig-GRUAccuracy0.92Unverified
9SNLSTAccuracy0.79Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy1Unverified
2GP-LSTMAccuracy1Unverified
3GP-Sig-LSTMAccuracy1Unverified
4GP-KConv1DAccuracy1Unverified
5GP-Sig-GRUAccuracy1Unverified
6GP-SigAccuracy1Unverified
7SNLSTAccuracy1Unverified
8FCN-SNLSTAccuracy1Unverified
9GP-GRUAccuracy0.87Unverified
#ModelMetricClaimedVerifiedStatus
1GP-KConv1DAccuracy1Unverified
2GP-SigAccuracy1Unverified
3GP-GRUAccuracy1Unverified
4GP-Sig-LSTMAccuracy1Unverified
5GP-Sig-GRUAccuracy1Unverified
6GP-LSTMAccuracy1Unverified
7MALSTM-FCNAccuracy1Unverified
8FCN-SNLSTAccuracy1Unverified
9SNLSTAccuracy1Unverified
#ModelMetricClaimedVerifiedStatus
1LEM% Test Accuracy92.3Unverified
2UnICORNN% Test Accuracy90.3Unverified
3coRNN% Test Accuracy86.7Unverified
4NRDE% Test Accuracy83.8Unverified
5GRU% Test Accuracy82.1Unverified
6IndRNN% Test Accuracy49.7Unverified
7TSEM% Test Accuracy42Unverified
8expRNN% Test Accuracy40Unverified
#ModelMetricClaimedVerifiedStatus
1FCN-SNLSTAccuracy0.86Unverified
2GP-SigAccuracy0.82Unverified
3GP-KConv1DAccuracy0.79Unverified
4GP-Sig-GRUAccuracy0.78Unverified
5GP-GRUAccuracy0.77Unverified
6GP-Sig-LSTMAccuracy0.76Unverified
7SNLSTAccuracy0.75Unverified
8GP-LSTMAccuracy0.75Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTranAccuracy0.67Unverified
2Disjoint-CNNAccuracy0.57Unverified
3TSEMAccuracy0.51Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTranAccuracy0.79Unverified
2Disjoint-CNNAccuracy0.76Unverified
3TSEMAccuracy0.75Unverified
#ModelMetricClaimedVerifiedStatus
1CNNAccuracy (5-fold)93.96Unverified
2MambaAccuracy (5-fold)93.68Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAccuracy (Test)78.42Unverified
2R_DST_EnsembleAccuracy(30-fold)0.74Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAcc. (test)100Unverified
21D Convolution Neural NetworkF1 score97Unverified
#ModelMetricClaimedVerifiedStatus
1ConvTranAccuracy0.71Unverified