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 4851–4860 of 6748 papers

Title	Date	Tasks	Status
A Comparative Study of the Clinical use of Motion Analysis from Kinect Skeleton Data	Jul 27, 2017	Time SeriesTime Series Analysis	—Unverified
A Comparative Study of Using Spatial-Temporal Graph Convolutional Networks for Predicting Availability in Bike Sharing Schemes	Apr 21, 2021	ManagementTime Series	—Unverified
A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis	Sep 10, 2022	Anomaly DetectionDiversity	—Unverified
A comparison among some Hurst exponent approaches to predict nascent bubbles in 500 company stocks	Jan 16, 2016	Time SeriesTime Series Analysis	—Unverified
A Comparison of LSTMs and Attention Mechanisms for Forecasting Financial Time Series	Dec 18, 2018	Time SeriesTime Series Analysis	—Unverified
A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters	Nov 8, 2021	CPUmodel	—Unverified
A Comparison of Nineteen Various Electricity Consumption Forecasting Approaches and Practicing to Five Different Households in Turkey	Jul 18, 2016	Time Series Analysis	—Unverified
A complex network approach to time series analysis with application in diagnosis of neuromuscular disorders	Aug 16, 2021	Electromyography (EMG)Time Series	—Unverified
A Composite Quantile Fourier Neural Network for Multi-Step Probabilistic Forecasting of Nonstationary Univariate Time Series	Dec 27, 2017	FormPrediction Intervals	—Unverified
A Comprehensive Study on Various Statistical Techniques for Prediction of Movie Success	Dec 1, 2021	BIG-bench Machine LearningTime Series	—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