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 2291–2300 of 6748 papers

Title	Date	Tasks	Status
A Kalman Filter Framework for Resolving 3D Displacement Field Time Series By Combining Multitrack Multitemporal InSAR and GNSS Horizontal Velocities	Mar 7, 2023	Time SeriesTime Series Analysis	—Unverified
Accelerometer based Activity Classification with Variational Inference on Sticky HDP-SLDS	Oct 19, 2015	General ClassificationTime Series	—Unverified
Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings	Oct 13, 2020	FairnessMortality Prediction	—Unverified
A Periodicity-based Parallel Time Series Prediction Algorithm in Cloud Computing Environments	Oct 17, 2018	Cloud ComputingData Compression	—Unverified
Characters as Graphs: Recognizing Online Handwritten Chinese Characters via Spatial Graph Convolutional Network	Apr 20, 2020	Time SeriesTime Series Analysis	—Unverified
Characterizing the Emotion Carriers of COVID-19 Misinformation and Their Impact on Vaccination Outcomes in India and the United States	Jun 24, 2023	MisinformationSentiment Analysis	—Unverified
A Performance-Explainability Framework to Benchmark Machine Learning Methods: Application to Multivariate Time Series Classifiers	May 29, 2020	BIG-bench Machine LearningTime Series	—Unverified
Adaptive Extreme Learning Machine for Recurrent Beta-basis Function Neural Network Training	Oct 31, 2018	Time Series AnalysisTime Series Prediction	—Unverified
4D Human Body Capture from Egocentric Video via 3D Scene Grounding	Nov 26, 2020	Time SeriesTime Series Analysis	—Unverified
A decomposition of book structure through ousiometric fluctuations in cumulative word-time	Aug 19, 2022	DenoisingTime 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