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 1901–1910 of 6748 papers

Title	Date	Tasks	Status
DeepVol: Volatility Forecasting from High-Frequency Data with Dilated Causal Convolutions	Sep 23, 2022	Computational EfficiencyTime Series	—Unverified
Deep vs. Shallow Learning: A Benchmark Study in Low Magnitude Earthquake Detection	May 1, 2022	regressionTime Series	—Unverified
An Experimental Evaluation of Nearest Neighbour Time Series Classification	Jun 18, 2014	ClassificationDynamic Time Warping	—Unverified
Defined the predictors of the lightning over India by using artificial neural network	Apr 28, 2021	regressionTime Series	—Unverified
Comparison of PCA with ICA from data distribution perspective	Sep 29, 2017	Time SeriesTime Series Analysis	—Unverified
Degenerative Adversarial NeuroImage Nets for Brain Scan Simulations: Application in Ageing and Dementia	Dec 3, 2019	Image Quality AssessmentSuper-Resolution	—Unverified
A Review of Mathematical and Computational Methods in Cancer Dynamics	Jan 5, 2022	Time SeriesTime Series Analysis	—Unverified
Comparison of Machine Learning Methods for Predicting Karst Spring Discharge in North China	Jul 25, 2020	BIG-bench Machine LearningTime Series Analysis	—Unverified
Demand Forecasting for Electric Vehicle Charging Stations using Multivariate Time-Series Analysis	Feb 22, 2025	Decision MakingDemand Forecasting	—Unverified
Comparison of LSTM autoencoder based deep learning enabled Bayesian inference using two time series reconstruction approaches	Mar 3, 2022	Bayesian InferenceTime Series	—Unverified

Show:10 25 50

← PrevPage 191 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