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 1271–1280 of 6748 papers

Title	Date	Tasks	Status
A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification	Oct 29, 2024	Graph Neural NetworkSystematic Literature Review	—Unverified
Analysis of Empirical Mode Decomposition-based Load and Renewable Time Series Forecasting	Nov 23, 2020	Time SeriesTime Series Analysis	—Unverified
A Deep Learning Spatiotemporal Prediction Framework for Mobile Crowdsourced Services	Sep 4, 2018	Deep LearningGeneral Classification	—Unverified
Conformal Prediction Bands for Two-Dimensional Functional Time Series	Jul 27, 2022	Conformal PredictionPrediction	—Unverified
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets	May 20, 2019	Conformal PredictionPrediction	—Unverified
Connecting Surrogate Safety Measures to Crash Probablity via Causal Probabilistic Time Series Prediction	Oct 4, 2022	counterfactualOpen-Ended Question Answering	—Unverified
A Systematic Evaluation of Domain Adaptation Algorithms On Time Series Data	Sep 29, 2021	BenchmarkingDomain Adaptation	—Unverified
Analysis of EEG data using complex geometric structurization	Feb 17, 2021	EEGElectroencephalogram (EEG)	—Unverified
A Synthetic Dataset for 5G UAV Attacks Based on Observable Network Parameters	Nov 5, 2022	Time Series Analysis	—Unverified
Asymptotic Theory for Unit Root Moderate Deviations in Quantile Autoregressions and Predictive Regressions	Apr 5, 2022	Time SeriesTime Series Analysis	—Unverified

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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