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 1501–1525 of 6748 papers

Title	Date	Tasks	Status	Score
Explainable time series tweaking via irreversible and reversible temporal transformations	Sep 13, 2018	General ClassificationTime Series	CodeCode Available	5
Experimental study of time series forecasting methods for groundwater level prediction	Sep 28, 2022	ManagementTime Series	CodeCode Available	5
Experimental Study on Time Series Analysis of Lower Limb Rehabilitation Exercise Data Driven by Novel Model Architecture and Large Models	Apr 4, 2025	Time SeriesTime Series Analysis	CodeCode Available	5
Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks	Jul 6, 2020	Graph Neural NetworkTime Series	CodeCode Available	5
A Joint-Entropy Approach To Time-series Classification	Mar 11, 2022	ClassificationTime Series	CodeCode Available	5
Exoplanet Detection using Machine Learning	Nov 28, 2020	BIG-bench Machine LearningTime Series Analysis	CodeCode Available	5
Explainable cardiac pathology classification on cine MRI with motion characterization by semi-supervised learning of apparent flow	Nov 8, 2018	Cardiac SegmentationGeneral Classification	CodeCode Available	5
EVARS-GPR: EVent-triggered Augmented Refitting of Gaussian Process Regression for Seasonal Data	Jul 6, 2021	Change Point DetectionData Augmentation	CodeCode Available	5
Event Detection via Probability Density Function Regression	Aug 23, 2024	Event Detectionregression	CodeCode Available	5
Asset Price Forecasting using Recurrent Neural Networks	Oct 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Evaluating Temporal Observation-Based Causal Discovery Techniques Applied to Road Driver Behaviour	Jan 31, 2023	Autonomous DrivingCausal Discovery	CodeCode Available	5
Evaluating Short-Term Forecasting of Multiple Time Series in IoT Environments	Jun 15, 2022	Decision MakingTime Series	CodeCode Available	5
Evaluating time series forecasting models: An empirical study on performance estimation methods	May 28, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
Evolutionary scheduling of university activities based on consumption forecasts to minimise electricity costs	Feb 25, 2022	SchedulingTime Series	CodeCode Available	5
Evaluating Impact of Social Media Posts by Executives on Stock Prices	Nov 1, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
COPER: Continuous Patient State Perceiver	Aug 5, 2022	Irregular Time SeriesMortality Prediction	CodeCode Available	5
Order book model with herd behavior exhibiting long-range memory	Sep 8, 2018	Time SeriesTime Series Analysis	CodeCode Available	5
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification	Nov 29, 2021	BIG-bench Machine LearningPrivacy Preserving	CodeCode Available	5
Evaluating Explanation Methods for Multivariate Time Series Classification	Aug 29, 2023	ClassificationTime Series	CodeCode Available	5
Evaluating generation of chaotic time series by convolutional generative adversarial networks	May 26, 2023	Generative Adversarial NetworkTime Series	CodeCode Available	5
Concurrent Neural Network : A model of competition between times series	Sep 30, 2020	PredictionTime Series	CodeCode Available	5
Modelling stellar activity with Gaussian process regression networks	May 13, 2022	Gaussian Processesregression	CodeCode Available	5
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	5
Explaining Deep Classification of Time-Series Data with Learned Prototypes	Apr 18, 2019	ClassificationDecision Making	CodeCode Available	5
Fast Online Deconvolution of Calcium Imaging Data	Mar 16, 2017	Time SeriesTime Series Analysis	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