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 926–950 of 6748 papers

Title	Date	Tasks	Status	Score
Incorporating Stock Market Signals for Twitter Stance Detection	May 1, 2022	Stance DetectionTime Series	CodeCode Available	5
Inferring Multidimensional Rates of Aging from Cross-Sectional Data	Jul 12, 2018	Human AgingTime Series	CodeCode Available	5
InfoSSM: Interpretable Unsupervised Learning of Nonparametric State-Space Model for Multi-modal Dynamics	Sep 19, 2018	Time SeriesTime Series Analysis	CodeCode Available	5
Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML	Mar 2, 2021	AutoMLBIG-bench Machine Learning	CodeCode Available	5
Improving COVID-19 Forecasting using eXogenous Variables	Jul 20, 2021	Mortality PredictionTime Series Analysis	CodeCode Available	5
Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding	May 26, 2019	Demand ForecastingTime Series	CodeCode Available	5
An Image Processing approach to identify solar plages observed at 393.37 nm by the Kodaikanal Solar Observatory	Sep 21, 2022	Time Series Analysis	CodeCode Available	5
A Better Alternative to Piecewise Linear Time Series Segmentation	May 24, 2006	Time SeriesTime Series Analysis	CodeCode Available	5
Improving Accuracy and Explainability of Online Handwriting Recognition	Sep 14, 2022	Ensemble LearningHandwriting Recognition	CodeCode Available	5
Gradient Importance Learning for Incomplete Observations	Jul 5, 2021	ImputationMissing Values	CodeCode Available	5
In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness	Dec 8, 2020	Domain AdaptationTime Series	CodeCode Available	5
Identifying Unique Causal Network from Nonstationary Time Series	Nov 18, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN	May 3, 2020	Multivariate Time Series ForecastingProbabilistic Time Series Forecasting	CodeCode Available	5
Imbedding Deep Neural Networks	Jan 31, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Identifying Exoplanets with Deep Learning. V. Improved Light Curve Classification for TESS Full Frame Image Observations	Jan 3, 2023	Time Series Analysis	CodeCode Available	5
Identification of Abnormal States in Videos of Ants Undergoing Social Phase Change	Sep 18, 2020	One-Class ClassificationTime Series Analysis	CodeCode Available	5
Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past	Mar 11, 2022	regressionTime Series	CodeCode Available	5
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series	Nov 4, 2021	Data IntegrationDecoder	CodeCode Available	5
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls	Dec 25, 2017	Causal InferenceConformal Prediction	CodeCode Available	5
Hybrid Deep Neural Networks to Infer State Models of Black-Box Systems	Aug 26, 2020	Anomaly DetectionC++ code	CodeCode Available	5
Human Activity Recognition using Multi-Head CNN followed by LSTM	Feb 21, 2020	Activity RecognitionBIG-bench Machine Learning	CodeCode Available	5
Identifying stochastic oscillations in single-cell live imaging time series using Gaussian processes	May 25, 2017	Gaussian ProcessesTime Series	CodeCode Available	5
Impact of non-stationarity on estimating and modeling empirical copulas of daily stock returns	Jun 26, 2015	Time SeriesTime Series Analysis	CodeCode Available	5
Identifying cross country skiing techniques using power meters in ski poles	Apr 23, 2019	BIG-bench Machine LearningTime Series	CodeCode Available	5
AverageTime: Enhance Long-Term Time Series Forecasting with Simple Averaging	Dec 30, 2024	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