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 1511–1520 of 6748 papers

Title	Date	Tasks	Status
Data-Space Inversion Using a Recurrent Autoencoder for Time-Series Parameterization	Apr 30, 2020	Dimensionality ReductionTime Series	—Unverified
Conditional heteroskedasticity in crypto-asset returns	Dec 24, 2018	Time SeriesTime Series Analysis	—Unverified
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis	Mar 3, 2024	Time SeriesTime Series Analysis	—Unverified
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification	Apr 29, 2019	Computational EfficiencyGeneral Classification	—Unverified
Coordinating users of shared facilities via data-driven predictive assistants and game theory	Mar 16, 2018	Time Series Analysis	—Unverified
Asset volatility forecasting:The optimal decay parameter in the EWMA model	May 29, 2021	Time Series Analysis	—Unverified
Conditional Generative Models for Counterfactual Explanations	Jan 25, 2021	counterfactualTime Series	—Unverified
Copy the dynamics using a learning machine	Jul 24, 2017	Time SeriesTime Series Analysis	—Unverified
A Robust Data-driven Process Modeling Applied to Time-series Stochastic Power Flow	Jan 6, 2023	Time SeriesTime Series Analysis	—Unverified
Conditional Generative Adversarial Networks to Model Urban Outdoor Air Pollution	Oct 5, 2020	Time SeriesTime Series Analysis	—Unverified

Show:10 25 50

← PrevPage 152 of 675Next →

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