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 4001–4010 of 6748 papers

Title	Date	Tasks	Status
Trading styles and long-run variance of asset prices	Sep 16, 2021	Time SeriesTime Series Analysis	—Unverified
Traffic Flow Combination Forecasting Method Based on Improved LSTM and ARIMA	Jun 25, 2019	PredictionTime Series	—Unverified
Traffic Flows Analysis in High-Speed Computer Networks Using Time Series	Mar 5, 2010	Time SeriesTime Series Analysis	—Unverified
Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting	Jun 11, 2020	Machine TranslationTime Series	—Unverified
Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting	Jun 19, 2022	ManagementTime Series	—Unverified
Train, Diagnose and Fix: Interpretable Approach for Fine-grained Action Recognition	Nov 22, 2017	3D Action RecognitionAction Recognition	—Unverified
Training Algorithm for Neuro-Fuzzy Network Based on Singular Spectrum Analysis	Oct 5, 2014	Time SeriesTime Series Analysis	—Unverified
Training and Analysing Deep Recurrent Neural Networks	Dec 1, 2013	Language ModellingTime Series	—Unverified
Training Deep Fourier Neural Networks To Fit Time-Series Data	May 9, 2014	Time SeriesTime Series Analysis	—Unverified
Training Distributed Deep Recurrent Neural Networks with Mixed Precision on GPU Clusters	Nov 30, 2019	GPUTime 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