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 201250 of 697 papers

TitleStatusHype
An Experimental Evaluation of Nearest Neighbour Time Series Classification0
A Formally Robust Time Series Distance Metric0
HIERVAR: A Hierarchical Feature Selection Method for Time Series Analysis0
An Evaluation of Classification Methods for 3D Printing Time-Series Data0
Higher-order Motif-based Time Series Classification for Forced Oscillation Source Location in Power Grids0
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification0
Embarrassingly Simple MixUp for Time-series0
Hierarchical Fisher Kernels for Longitudinal Data0
Capturing Temporal Components for Time Series Classification0
A Convolutional Neural Network Approach to Supernova Time-Series Classification0
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast0
An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning0
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification0
Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification0
Highly comparative feature-based time-series classification0
Ego-Network Transformer for Subsequence Classification in Time Series Data0
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition0
Can automated smoothing significantly improve benchmark time series classification algorithms?0
An ensemble of convolution-based methods for fault detection using vibration signals0
Adversarial Attacks on Multivariate Time Series0
Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification0
ECRTime: Ensemble Integration of Classification and Retrieval for Time Series Classification0
Boosting the kernelized shapelets: Theory and algorithms for local features0
Animal behavior classification via deep learning on embedded systems0
Early Time-Series Classification Algorithms: An Empirical Comparison0
Evaluating ROCKET and Catch22 features for calf behaviour classification from accelerometer data using Machine Learning models0
Evaluating Simplification Algorithms for Interpretability of Time Series Classification0
Evaluating the Explainable AI Method Grad-CAM for Breath Classification on Newborn Time Series Data0
Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting0
Examining the Effect of Pre-training on Time Series Classification0
Early Recognition of Ball Catching Success in Clinical Trials with RNN-Based Predictive Classification0
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting0
Explainable AI for Time Series via Virtual Inspection Layers0
Explainable and Class-Revealing Signal Feature Extraction via Scattering Transform and Constrained Zeroth-Order Optimization0
Boosting Certified Robustness for Time Series Classification with Efficient Self-Ensemble0
An End-to-End Model for Time Series Classification In the Presence of Missing Values0
Exploring Facial Biomarkers for Depression through Temporal Analysis of Action Units0
Classification of chaotic time series with deep learning0
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing0
A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators0
Extreme-SAX: Extreme Points Based Symbolic Representation for Time Series Classification0
Early detection of disease outbreaks and non-outbreaks using incidence data0
Early Churn Prediction from Large Scale User-Product Interaction Time Series0
Fast Classification of Large Time Series Datasets0
Classifiers With a Reject Option for Early Time-Series Classification0
Improving Time Series Classification with Representation Soft Label Smoothing0
Early and Revocable Time Series Classification0
Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA0
FedST: Secure Federated Shapelet Transformation for Time Series Classification0
Earliness-Aware Deep Convolutional Networks for Early 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-GRUAccuracy0.99Unverified
4GP-KConv1DAccuracy0.99Unverified
5GP-Sig-GRUAccuracy0.99Unverified
6GP-LSTMAccuracy0.98Unverified
7GP-SigAccuracy0.98Unverified
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-LSTMAccuracy1Unverified
2FCN-SNLSTAccuracy1Unverified
3MALSTM-FCNAccuracy1Unverified
4SNLSTAccuracy1Unverified
5GP-Sig-GRUAccuracy1Unverified
6GP-GRUAccuracy0.99Unverified
7GP-SigAccuracy0.98Unverified
8GP-LSTMAccuracy0.92Unverified
9GP-KConv1DAccuracy0.9Unverified
#ModelMetricClaimedVerifiedStatus
1MALSTM-FCNAccuracy1Unverified
2GP-KConv1DAccuracy1Unverified
3GP-Sig-GRUAccuracy1Unverified
4GP-SigAccuracy1Unverified
5FCN-SNLSTAccuracy1Unverified
6SNLSTAccuracy1Unverified
7GP-LSTMAccuracy1Unverified
8GP-Sig-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
1GP-Sig-LSTMAccuracy1Unverified
2GP-SigAccuracy1Unverified
3GP-Sig-GRUAccuracy1Unverified
4GP-KConv1DAccuracy1Unverified
5GP-LSTMAccuracy1Unverified
6MALSTM-FCNAccuracy1Unverified
7SNLSTAccuracy1Unverified
8FCN-SNLSTAccuracy1Unverified
9GP-GRUAccuracy0.87Unverified
#ModelMetricClaimedVerifiedStatus
1SNLSTAccuracy1Unverified
2FCN-SNLSTAccuracy1Unverified
3MALSTM-FCNAccuracy1Unverified
4GP-KConv1DAccuracy1Unverified
5GP-SigAccuracy1Unverified
6GP-LSTMAccuracy1Unverified
7GP-Sig-GRUAccuracy1Unverified
8GP-GRUAccuracy1Unverified
9GP-Sig-LSTMAccuracy1Unverified
#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