Time Series Analysis

Time Series Analysis is a statistical technique used to analyze and model time-based data. It is used in various fields such as finance, economics, and engineering to analyze patterns and trends in data over time. The goal of time series analysis is to identify the underlying patterns, trends, and seasonality in the data, and to use this information to make informed predictions about future values.

( Image credit: Autoregressive CNNs for Asynchronous Time Series )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1651–1675 of 6748 papers

Title	Date	Tasks	Status	Score
Accelerating Neural Architecture Search using Performance Prediction	May 30, 2017	Hyperparameter OptimizationLanguage Modeling	CodeCode Available	5
End-to-end learning of energy-based representations for irregularly-sampled signals and images	Oct 1, 2019	Earth ObservationTime Series	CodeCode Available	5
Enhancing Time Series Momentum Strategies Using Deep Neural Networks	Apr 9, 2019	PositionTime Series	CodeCode Available	5
Probabilistic sequential matrix factorization	Oct 9, 2019	ImputationMultivariate Time Series Forecasting	CodeCode Available	5
Elastic Product Quantization for Time Series	Jan 4, 2022	QuantizationTime Series	CodeCode Available	5
Elastic Similarity and Distance Measures for Multivariate Time Series	Feb 20, 2021	ClassificationDynamic Time Warping	CodeCode Available	5
Causal Discovery with Attention-Based Convolutional Neural Networks	Jan 7, 2019	Causal DiscoveryDecision Making	CodeCode Available	5
Causal Discovery using Model Invariance through Knockoff Interventions	Jul 8, 2022	Causal Discoverymodel	CodeCode Available	5
Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing Data	Jun 1, 2022	ImputationTime Series	CodeCode Available	5
Elastic bands across the path: A new framework and methods to lower bound DTW	Aug 29, 2018	ClusteringDynamic Time Warping	CodeCode Available	5
E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction	Feb 22, 2019	DecoderLink Prediction	CodeCode Available	5
Efficient Matrix Profile Computation Using Different Distance Functions	Jan 17, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
EgPDE-Net: Building Continuous Neural Networks for Time Series Prediction with Exogenous Variables	Aug 3, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Adaptive Anomaly Detection in Chaotic Time Series with a Spatially Aware Echo State Network	Sep 2, 2019	Anomaly DetectionTime Series	CodeCode Available	5
Causal discovery for time series with latent confounders	Sep 7, 2022	Causal DiscoveryTime Series	CodeCode Available	5
Efficient learning of nonlinear prediction models with time-series privileged information	Sep 15, 2022	PredictionRepresentation Learning	CodeCode Available	5
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification	Nov 3, 2022	Contrastive Learningparameter estimation	CodeCode Available	5
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models	Jan 27, 2025	Arrhythmia DetectionConformal Prediction	CodeCode Available	5
Evaluating data augmentation for financial time series classification	Oct 28, 2020	ClassificationData Augmentation	CodeCode Available	5
Fast Gaussian Process Based Gradient Matching for Parameter Identification in Systems of Nonlinear ODEs	Apr 12, 2018	regressionTime Series	CodeCode Available	5
Generative Optimization Networks for Memory Efficient Data Generation	Oct 6, 2021	Anomaly DetectionTime Series	CodeCode Available	5
(Quasi)Periodicity Quantification in Video Data, Using Topology	Apr 26, 2017	Object TrackingTime Series	CodeCode Available	5
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	5
Efficient Certified Training and Robustness Verification of Neural ODEs	Mar 9, 2023	Time SeriesTime Series Analysis	CodeCode Available	5
Edge computing on TPU for brain implant signal analysis	Feb 28, 2023	Contrastive LearningDeep Learning	CodeCode Available	5

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All datasets PhysioNet Challenge 2012 Speech Commands Ventilator Pressure Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	naive classifier	F1	87.47	—	Unverified
2	GRU-D - APC (n = 1)	F1	27.3	—	Unverified
3	GRU-APC (n = 1)	F1	25.7	—	Unverified
4	GRU-D	F1	22.5	—	Unverified
5	GRU	F1	22.3	—	Unverified
6	GRU-Simple	F1	22.2	—	Unverified
7	GRU-Mean	F1	22.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SepTr	% Test Accuracy	98.51	—	Unverified
2	ViT	% Test Accuracy	98.11	—	Unverified
3	FlexTCN-4	% Test Accuracy	97.73	—	Unverified
4	MatchboxNet	% Test Accuracy	97.4	—	Unverified
5	CKCNN (100k)	% Test Accuracy	95.27	—	Unverified
6	FlexTCN-6	% Test Accuracy (Raw Data)	91.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResBiLSTM	MAE	0.13	—	Unverified