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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–200 of 697 papers

Title	Date	Tasks	Status	Hype
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training	Apr 10, 2024	ClassificationEEG	—Unverified	0
TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis	Apr 7, 2024	Anomaly DetectionContrastive Learning	—Unverified	0
DeepHeteroIoT: Deep Local and Global Learning over Heterogeneous IoT Sensor Data	Mar 29, 2024	Time SeriesTime Series Classification	—Unverified	0
Swarm Characteristics Classification Using Neural Networks	Mar 28, 2024	ClassificationDecision Making	CodeCode Available	0
InceptionTime vs. Wavelet -- A comparison for time series classification	Mar 27, 2024	ClassificationTime Series	—Unverified	0
A Framework to Evaluate Early Time-Series Classification Algorithms	Mar 25, 2024	ClassificationTime Series	CodeCode Available	0
Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios	Mar 25, 2024	Time SeriesTime Series Classification	—Unverified	0
Proprioception Is All You Need: Terrain Classification for Boreal Forests	Mar 25, 2024	AllAutonomous Navigation	CodeCode Available	1
LAMPER: LanguAge Model and Prompt EngineeRing for zero-shot time series classification	Mar 23, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
Castor: Competing shapelets for fast and accurate time series classification	Mar 19, 2024	Time SeriesTime Series Classification	CodeCode Available	0
Cross-Domain Pre-training with Language Models for Transferable Time Series Representations	Mar 19, 2024	Language ModellingTime Series	CodeCode Available	2
Advancing Time Series Classification with Multimodal Language Modeling	Mar 19, 2024	ClassificationLanguage Modeling	CodeCode Available	2
Time Series Representation Learning with Supervised Contrastive Temporal Transformer	Mar 16, 2024	Change Point DetectionRepresentation Learning	CodeCode Available	0
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings	Mar 14, 2024	Multiple-choiceTime Series	CodeCode Available	0
Supervised Time Series Classification for Anomaly Detection in Subsea Engineering	Mar 12, 2024	Anomaly DetectionClassification	—Unverified	0
Dataset Condensation for Time Series Classification via Dual Domain Matching	Mar 12, 2024	Data AugmentationDataset Condensation	CodeCode Available	1
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition	Mar 7, 2024	Time SeriesTime Series Classification	—Unverified	0
Predicting UAV Type: An Exploration of Sampling and Data Augmentation for Time Series Classification	Mar 1, 2024	Data AugmentationTime Series	—Unverified	0
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference	Feb 28, 2024	MambaTime Series	CodeCode Available	1
DTCM: Deep Transformer Capsule Mutual Distillation for Multivariate Time Series Classification	Feb 26, 2024	Knowledge DistillationRelation Network	—Unverified	0
Motion Code: Robust Time Series Classification and Forecasting via Sparse Variational Multi-Stochastic Processes Learning	Feb 21, 2024	Gaussian ProcessesTime Series	CodeCode Available	0
MSTAR: Multi-Scale Backbone Architecture Search for Timeseries Classification	Feb 21, 2024	Neural Architecture SearchTime Series	—Unverified	0
SMORE: Similarity-based Hyperdimensional Domain Adaptation for Multi-Sensor Time Series Classification	Feb 20, 2024	Domain AdaptationTime Series	—Unverified	0
Right on Time: Revising Time Series Models by Constraining their Explanations	Feb 20, 2024	Time SeriesTime Series Classification	CodeCode Available	0
Multivariate Functional Linear Discriminant Analysis for the Classification of Short Time Series with Missing Data	Feb 20, 2024	Dimensionality ReductionMissing Values	CodeCode Available	0
Class-incremental Learning for Time Series: Benchmark and Evaluation	Feb 19, 2024	Activity RecognitionBenchmarking	CodeCode Available	2
Towards Financially Inclusive Credit Products Through Financial Time Series Clustering	Feb 16, 2024	ClusteringTime Series	—Unverified	0
Enhancing Sequential Model Performance with Squared Sigmoid TanH (SST) Activation Under Data Constraints	Feb 14, 2024	Sign Language RecognitionTime Series	—Unverified	0
Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting	Feb 13, 2024	Time SeriesTime Series Classification	—Unverified	0
Learning under Temporal Label Noise	Feb 6, 2024	Time SeriesTime Series Classification	—Unverified	0
Phase-driven Domain Generalizable Learning for Nonstationary Time Series	Feb 5, 2024	Activity RecognitionGesture Recognition	—Unverified	0
Understanding Time Series Anomaly State Detection through One-Class Classification	Feb 3, 2024	Anomaly DetectionOne-Class Classification	—Unverified	0
Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification	Feb 2, 2024	Classificationcounterfactual	—Unverified	0
Rank Supervised Contrastive Learning for Time Series Classification	Jan 31, 2024	ClassificationContrastive Learning	—Unverified	0
Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves	Jan 13, 2024	ClassificationTime Series Classification	—Unverified	0
Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations	Jan 8, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	0
ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series	Dec 17, 2023	Time SeriesTime Series Classification	CodeCode Available	1
Operator-learning-inspired Modeling of Neural Ordinary Differential Equations	Dec 16, 2023	image-classificationImage Classification	—Unverified	0
Spatial-Temporal DAG Convolutional Networks for End-to-End Joint Effective Connectivity Learning and Resting-State fMRI Classification	Dec 16, 2023	Time SeriesTime Series Classification	—Unverified	0
Enhanced Spatio- Temporal Image Encoding for Online Human Activity Recognition	Dec 15, 2023	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors	Dec 15, 2023	BenchmarkingClassification	—Unverified	0
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark	Dec 15, 2023	Activity RecognitionDomain Adaptation	CodeCode Available	1
Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management	Dec 11, 2023	ManagementTime Series	—Unverified	0
Fast Classification of Large Time Series Datasets	Dec 10, 2023	ClassificationTime Series	—Unverified	0
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification	Dec 7, 2023	Data AugmentationRepresentation Learning	CodeCode Available	1
TimeDRL: Disentangled Representation Learning for Multivariate Time-Series	Dec 7, 2023	Inductive BiasRepresentation Learning	CodeCode Available	1
Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition	Dec 1, 2023	Activity RecognitionContrastive Learning	—Unverified	0
A Bag of Receptive Fields for Time Series Extrinsic Predictions	Nov 29, 2023	Missing Valuesregression	—Unverified	0
XAI for time-series classification leveraging image highlight methods	Nov 28, 2023	Time SeriesTime Series Classification	—Unverified	0
Deep Learning for Time Series Classification of Parkinson's Disease Eye Tracking Data	Nov 28, 2023	Time SeriesTime Series Classification	—Unverified	0

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All datasets PhysioNet Challenge 2012 pendigits ArabicDigits JapaneseVowels Libras UWave Wafer AUSLAN CharacterTrajectories CMUsubject16 DigitShapes ECG

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GRU-D	AUC	86.99	—	Unverified
2	IP-NETS	AUC	86.42	—	Unverified
3	Transformer	AUC	86.28	—	Unverified
4	IP-Nets	AUC	86.24	—	Unverified
5	mTAND-Full	AUC	85.8	—	Unverified
6	mTAND-Enc	AUC	85.4	—	Unverified
7	SeFT-Attn	AUC	85.14	—	Unverified
8	GRU-D	AUC	84.24	—	Unverified
9	STraTS	AUC	83.9	—	Unverified
10	ODE-RNN	AUC	83.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Disjoint-CNN	Accuracy	0.99	—	Unverified
2	ConvTran	Accuracy	0.99	—	Unverified
3	MALSTM-FCN	Accuracy	0.97	—	Unverified
4	GP-Sig	Accuracy	0.96	—	Unverified
5	SNLST	Accuracy	0.95	—	Unverified
6	GP-LSTM	Accuracy	0.95	—	Unverified
7	FCN-SNLST	Accuracy	0.95	—	Unverified
8	GP-GRU	Accuracy	0.95	—	Unverified
9	GP-KConv1D	Accuracy	0.95	—	Unverified
10	GP-Sig-LSTM	Accuracy	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvTran	Accuracy	0.99	—	Unverified
2	GP-Sig-GRU	Accuracy	0.99	—	Unverified
3	FCN-SNLST	Accuracy	0.99	—	Unverified
4	GP-Sig-LSTM	Accuracy	0.99	—	Unverified
5	MALSTM-FCN	Accuracy	0.99	—	Unverified
6	GP-GRU	Accuracy	0.99	—	Unverified
7	GP-LSTM	Accuracy	0.99	—	Unverified
8	GP-KConv1D	Accuracy	0.98	—	Unverified
9	GP-Sig	Accuracy	0.98	—	Unverified
10	SNLST	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	0.99	—	Unverified
2	ConvTran	Accuracy	0.99	—	Unverified
3	GP-KConv1D	Accuracy	0.99	—	Unverified
4	GP-GRU	Accuracy	0.99	—	Unverified
5	GP-Sig-GRU	Accuracy	0.99	—	Unverified
6	GP-Sig	Accuracy	0.98	—	Unverified
7	GP-LSTM	Accuracy	0.98	—	Unverified
8	GP-Sig-LSTM	Accuracy	0.98	—	Unverified
9	FCN-SNLST	Accuracy	0.98	—	Unverified
10	SNLST	Accuracy	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	0.97	—	Unverified
2	FCN-SNLST	Accuracy	0.96	—	Unverified
3	GP-Sig	Accuracy	0.92	—	Unverified
4	GP-Sig-LSTM	Accuracy	0.92	—	Unverified
5	GP-Sig-GRU	Accuracy	0.9	—	Unverified
6	GP-LSTM	Accuracy	0.78	—	Unverified
7	SNLST	Accuracy	0.77	—	Unverified
8	GP-GRU	Accuracy	0.74	—	Unverified
9	GP-KConv1D	Accuracy	0.7	—	Unverified
10	TSEM	Accuracy	0.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	0.98	—	Unverified
2	GP-Sig-LSTM	Accuracy	0.97	—	Unverified
3	FCN-SNLST	Accuracy	0.97	—	Unverified
4	GP-Sig-GRU	Accuracy	0.97	—	Unverified
5	GP-Sig	Accuracy	0.96	—	Unverified
6	GP-KConv1D	Accuracy	0.95	—	Unverified
7	SNLST	Accuracy	0.94	—	Unverified
8	GP-LSTM	Accuracy	0.87	—	Unverified
9	TSEM	Accuracy	0.83	—	Unverified
10	GP-GRU	Accuracy	0.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R_DST_Ensemble	Accuracy	1	—	Unverified
2	GP-GRU	Accuracy	0.99	—	Unverified
3	MALSTM-FCN	Accuracy	0.99	—	Unverified
4	FCN-SNLST	Accuracy	0.99	—	Unverified
5	GP-Sig-LSTM	Accuracy	0.99	—	Unverified
6	GP-KConv1D	Accuracy	0.98	—	Unverified
7	SNLST	Accuracy	0.98	—	Unverified
8	GP-Sig-GRU	Accuracy	0.98	—	Unverified
9	GP-LSTM	Accuracy	0.97	—	Unverified
10	GP-Sig	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN-SNLST	Accuracy	0.99	—	Unverified
2	GP-Sig-LSTM	Accuracy	0.98	—	Unverified
3	GP-Sig-GRU	Accuracy	0.98	—	Unverified
4	SNLST	Accuracy	0.97	—	Unverified
5	MALSTM-FCN	Accuracy	0.96	—	Unverified
6	GP-GRU	Accuracy	0.95	—	Unverified
7	GP-Sig	Accuracy	0.93	—	Unverified
8	GP-LSTM	Accuracy	0.88	—	Unverified
9	GP-KConv1D	Accuracy	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	1	—	Unverified
2	FCN-SNLST	Accuracy	0.99	—	Unverified
3	GP-Sig-LSTM	Accuracy	0.99	—	Unverified
4	GP-Sig	Accuracy	0.98	—	Unverified
5	SNLST	Accuracy	0.96	—	Unverified
6	GP-KConv1D	Accuracy	0.94	—	Unverified
7	GP-Sig-GRU	Accuracy	0.93	—	Unverified
8	GP-LSTM	Accuracy	0.23	—	Unverified
9	GP-GRU	Accuracy	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-Sig-GRU	Accuracy	1	—	Unverified
2	FCN-SNLST	Accuracy	1	—	Unverified
3	SNLST	Accuracy	1	—	Unverified
4	MALSTM-FCN	Accuracy	1	—	Unverified
5	GP-Sig-LSTM	Accuracy	1	—	Unverified
6	GP-GRU	Accuracy	0.99	—	Unverified
7	GP-Sig	Accuracy	0.98	—	Unverified
8	GP-LSTM	Accuracy	0.92	—	Unverified
9	GP-KConv1D	Accuracy	0.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SNLST	Accuracy	1	—	Unverified
2	MALSTM-FCN	Accuracy	1	—	Unverified
3	GP-KConv1D	Accuracy	1	—	Unverified
4	GP-Sig	Accuracy	1	—	Unverified
5	GP-Sig-GRU	Accuracy	1	—	Unverified
6	FCN-SNLST	Accuracy	1	—	Unverified
7	GP-Sig-LSTM	Accuracy	1	—	Unverified
8	GP-LSTM	Accuracy	1	—	Unverified
9	GP-GRU	Accuracy	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	0.86	—	Unverified
2	FCN-SNLST	Accuracy	0.86	—	Unverified
3	GP-Sig	Accuracy	0.85	—	Unverified
4	SNLST	Accuracy	0.84	—	Unverified
5	GP-Sig-GRU	Accuracy	0.83	—	Unverified
6	GP-Sig-LSTM	Accuracy	0.82	—	Unverified
7	GP-LSTM	Accuracy	0.78	—	Unverified
8	GP-KConv1D	Accuracy	0.76	—	Unverified
9	GP-GRU	Accuracy	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN-SNLST	Accuracy	1	—	Unverified
2	SNLST	Accuracy	1	—	Unverified
3	MALSTM-FCN	Accuracy	1	—	Unverified
4	GP-Sig	Accuracy	0.9	—	Unverified
5	GP-Sig-LSTM	Accuracy	0.9	—	Unverified
6	GP-Sig-GRU	Accuracy	0.82	—	Unverified
7	GP-KConv1D	Accuracy	0.7	—	Unverified
8	GP-LSTM	Accuracy	0.62	—	Unverified
9	GP-GRU	Accuracy	0.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN-SNLST	Accuracy	0.96	—	Unverified
2	MALSTM-FCN	Accuracy	0.95	—	Unverified
3	GP-KConv1D	Accuracy	0.95	—	Unverified
4	GP-Sig	Accuracy	0.94	—	Unverified
5	GP-Sig-LSTM	Accuracy	0.93	—	Unverified
6	GP-LSTM	Accuracy	0.93	—	Unverified
7	GP-GRU	Accuracy	0.93	—	Unverified
8	GP-Sig-GRU	Accuracy	0.92	—	Unverified
9	SNLST	Accuracy	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MALSTM-FCN	Accuracy	1	—	Unverified
2	GP-LSTM	Accuracy	1	—	Unverified
3	GP-Sig-LSTM	Accuracy	1	—	Unverified
4	GP-KConv1D	Accuracy	1	—	Unverified
5	GP-Sig-GRU	Accuracy	1	—	Unverified
6	GP-Sig	Accuracy	1	—	Unverified
7	SNLST	Accuracy	1	—	Unverified
8	FCN-SNLST	Accuracy	1	—	Unverified
9	GP-GRU	Accuracy	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-KConv1D	Accuracy	1	—	Unverified
2	GP-Sig	Accuracy	1	—	Unverified
3	GP-GRU	Accuracy	1	—	Unverified
4	GP-Sig-LSTM	Accuracy	1	—	Unverified
5	GP-Sig-GRU	Accuracy	1	—	Unverified
6	GP-LSTM	Accuracy	1	—	Unverified
7	MALSTM-FCN	Accuracy	1	—	Unverified
8	FCN-SNLST	Accuracy	1	—	Unverified
9	SNLST	Accuracy	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LEM	% Test Accuracy	92.3	—	Unverified
2	UnICORNN	% Test Accuracy	90.3	—	Unverified
3	coRNN	% Test Accuracy	86.7	—	Unverified
4	NRDE	% Test Accuracy	83.8	—	Unverified
5	GRU	% Test Accuracy	82.1	—	Unverified
6	IndRNN	% Test Accuracy	49.7	—	Unverified
7	TSEM	% Test Accuracy	42	—	Unverified
8	expRNN	% Test Accuracy	40	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN-SNLST	Accuracy	0.86	—	Unverified
2	GP-Sig	Accuracy	0.82	—	Unverified
3	GP-KConv1D	Accuracy	0.79	—	Unverified
4	GP-Sig-GRU	Accuracy	0.78	—	Unverified
5	GP-GRU	Accuracy	0.77	—	Unverified
6	GP-Sig-LSTM	Accuracy	0.76	—	Unverified
7	SNLST	Accuracy	0.75	—	Unverified
8	GP-LSTM	Accuracy	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvTran	Accuracy	0.67	—	Unverified
2	Disjoint-CNN	Accuracy	0.57	—	Unverified
3	TSEM	Accuracy	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvTran	Accuracy	0.79	—	Unverified
2	Disjoint-CNN	Accuracy	0.76	—	Unverified
3	TSEM	Accuracy	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	Accuracy (5-fold)	93.96	—	Unverified
2	Mamba	Accuracy (5-fold)	93.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	V2Sa	Accuracy (Test)	78.42	—	Unverified
2	R_DST_Ensemble	Accuracy(30-fold)	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	V2Sa	Acc. (test)	100	—	Unverified
2	1D Convolution Neural Network	F1 score	97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvTran	Accuracy	0.71	—	Unverified