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 3791–3800 of 6748 papers

Title	Date	Tasks	Status
The relationship between economic growth and environment. Testing the EKC hypothesis for Latin American countries	May 18, 2021	Time SeriesTime Series Analysis	—Unverified
The relationship between the US broad money supply and US GDP for the time period 2001 to 2019 with that of the corresponding time series for US national property and stock market indices, using an information entropy methodology	Jun 3, 2021	Time Series Analysis	—Unverified
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

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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