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 4291–4300 of 6748 papers

Title	Date	Tasks	Status
The Role of Agricultural Sector Productivity in Economic Growth: The Case of Iran's Economic Development Plan	Jun 11, 2018	ManagementTime Series	—Unverified
The R package sentometrics to compute, aggregate and predict with textual sentiment	Oct 20, 2021	ArticlesSentiment Analysis	—Unverified
The search for candidate relevant subsets of variables in complex systems	Jan 27, 2015	Time Series Analysis	—Unverified
The Segmented iHMM: A Simple, Efficient Hierarchical Infinite HMM	Feb 20, 2016	SegmentationTime Series	—Unverified
The short- and long-term determinants of fertility in Uruguay	Apr 2, 2023	Time Series Analysis	—Unverified
The SpaceNet Multi-Temporal Urban Development Challenge	Feb 23, 2021	Change DetectionHumanitarian	—Unverified
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion	Oct 4, 2019	Image ReconstructionLow-Rank Matrix Completion	—Unverified
"The Squawk Bot": Joint Learning of Time Series and Text Data Modalities for Automated Financial Information Filtering	Dec 20, 2019	ArticlesTime Series	—Unverified
The statistical physics of discovering exogenous and endogenous factors in a chain of events	Mar 2, 2020	parameter estimationTime Series	—Unverified
The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification	May 9, 2021	ClassificationGeneral Classification	—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