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 351400 of 697 papers

TitleStatusHype
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network0
Features or Shape? Tackling the False Dichotomy of Time Series Classification0
FedST: Secure Federated Shapelet Transformation for Time Series Classification0
FEW SHOT CROP MAPPING USING TRANSFORMERS AND TRANSFER LEARNING WITH SENTINEL-2 TIME SERIES: CASE OF KAIROUAN TUNISIA0
Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification0
Few-shot time-series anomaly detection with unsupervised domain adaptation0
FIC-TSC: Learning Time Series Classification with Fisher Information Constraint0
Finding the DeepDream for Time Series: Activation Maximization for Univariate Time Series0
A Generative Approach to Credit Prediction with Learnable Prompts for Multi-scale Temporal Representation Learning0
Forecasting Loss of Signal in Optical Networks with Machine Learning0
Forest Proximities for Time Series0
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification0
From BOP to BOSS and Beyond: Time Series Classification with Dictionary Based Classifiers0
From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?0
From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification0
Fully convolutional networks for structural health monitoring through multivariate time series classification0
Fuzzy Cognitive Maps and Hidden Markov Models: Comparative Analysis of Efficiency within the Confines of the Time Series Classification Task0
Gated Recurrent Neural Networks with Weighted Time-Delay Feedback0
Gaussian processes based data augmentation and expected signature for time series classification0
Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning0
Out-of-Distribution Representation Learning for Time Series Classification0
Generalized Time Warping Invariant Dictionary Learning for Time Series Classification and Clustering0
Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions0
Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing0
Generative Semi-supervised Learning for Multivariate Time Series Imputation0
Geometric feature performance under downsampling for EEG classification tasks0
GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users0
Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification0
GraSSNet: Graph Soft Sensing Neural Networks0
Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA0
Hardware-Friendly Delayed-Feedback Reservoir for Multivariate Time-Series Classification0
Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices0
Multi-Scale RCNN Model for Financial Time-series Classification0
Multitask Learning for Time Series Data with 2D Convolution0
Multi-Task Self-Supervised Time-Series Representation Learning0
Multivariable times series classification through an interpretable representation0
Multivariate Time Series Classification: A Deep Learning Approach0
Multivariate Time Series Classification Using Dynamic Time Warping Template Selection for Human Activity Recognition0
Multivariate Time Series Classification Using Spiking Neural Networks0
Multivariate Time Series Classification with Hierarchical Variational Graph Pooling0
Multivariate time series classification with dual attention network0
Correlative Channel-Aware Fusion for Multi-View Time Series Classification0
Neural ODEs for Informative Missingness in Multivariate Time Series0
Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description0
Never a Dull Moment: Distributional Properties as a Baseline for Time-Series Classification0
Physical Data Embedding for Memory Efficient AI0
Objective Evaluation of Deep Visual Interpretations on Time Series Data0
One-Step or Two-Step Optimization and the Overfitting Phenomenon: A Case Study on Time Series Classification0
On Multivariate Financial Time Series Classification0
On Recursive Edit Distance Kernels with Application to 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