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 401450 of 697 papers

TitleStatusHype
An Experimental Evaluation of Nearest Neighbour Time Series Classification0
Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks0
Animal behavior classification via deep learning on embedded systems0
GeoStat Representations of Time Series for Fast Classification0
Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms0
A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators0
Applications of shapelet transform to time series classification of earthquake, wind and wave data0
A Primal-Dual Framework for Transformers and Neural Networks0
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training0
A review on distance based time series classification0
A Shapelet Transform for Multivariate Time Series Classification0
A Strategy Optimized Pix2pix Approach for SAR-to-Optical Image Translation Task0
Asymmetric Learning Vector Quantization for Efficient Nearest Neighbor Classification in Dynamic Time Warping Spaces0
A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification0
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency0
A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers0
Interpretable Classification of Early Stage Parkinson's Disease from EEG0
A transformer-based model for default prediction in mid-cap corporate markets0
Attention Augmented Convolutional Transformer for Tabular Time-series0
Augmented Bilinear Network for Incremental Multi-Stock Time-Series Classification0
Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training0
Automated Mobility Context Detection with Inertial Signals0
Automatic Error Analysis of Human Motor Performance for Interactive Coaching in Virtual Reality0
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion0
Bag of Recurrence Patterns Representation for Time-Series Classification0
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification0
Benchmarking Multivariate Time Series Classification Algorithms0
Boosting Certified Robustness for Time Series Classification with Efficient Self-Ensemble0
Boosting the kernelized shapelets: Theory and algorithms for local features0
Can automated smoothing significantly improve benchmark time series classification algorithms?0
Capturing Temporal Components for Time Series Classification0
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification0
CATS: Mitigating Correlation Shift for Multivariate Time Series Classification0
Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification0
Channel masking for multivariate time series shapelets0
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors0
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models0
Classification des Séries Temporelles Incertaines par Transformation Shapelet0
Classification of chaotic time series with deep learning0
Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves0
Classifiers With a Reject Option for Early Time-Series Classification0
Class-Specific Attention (CSA) for Time-Series Classification0
CLPVG: Circular limited penetrable visibility graph as a new network model for time series0
Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification0
Complexity Measures and Features for Times Series classification0
Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification0
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification0
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data0
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification0
Correlation Analysis of Adversarial Attack in 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