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 4911–4920 of 6748 papers

Title	Date	Tasks	Status
A Deep Learning Approach for COVID-19 Trend Prediction	Aug 9, 2020	Deep LearningTime Series	—Unverified
A Deep Learning Approach for Forecasting Air Pollution in South Korea Using LSTM	Apr 21, 2018	DecoderReading Comprehension	—Unverified
A Deep Learning Approach for Macroscopic Energy Consumption Prediction with Microscopic Quality for Electric Vehicles	Nov 25, 2021	Decision MakingFeature Engineering	—Unverified
A Deep Learning Approach for Motion Forecasting Using 4D OCT Data	Apr 21, 2020	Deep LearningMotion Compensation	—Unverified
A Deep Learning Approach to Detect Lean Blowout in Combustion Systems	Aug 3, 2022	Time Series Analysis	—Unverified
A Deep-Learning Based Optimization Approach to Address Stop-Skipping Strategy in Urban Rail Transit Lines	Sep 17, 2021	Time Series Analysis	—Unverified
A Deep Learning Based Ternary Task Classification System Using Gramian Angular Summation Field in fNIRS Neuroimaging Data	Jan 14, 2021	BIG-bench Machine LearningClassification	—Unverified
A Deep Learning Forecaster with Exogenous Variables for Day-Ahead Locational Marginal Price	Oct 13, 2020	Deep LearningTime Series	—Unverified
A Deep Learning Framework using Passive WiFi Sensing for Respiration Monitoring	Apr 19, 2017	Activity RecognitionDeep Learning	—Unverified
A Deep Learning Model for Forecasting Global Monthly Mean Sea Surface Temperature Anomalies	Feb 21, 2022	Time Series AnalysisTime Series Prediction	—Unverified

Show:10 25 50

← PrevPage 492 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