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 3661–3670 of 6748 papers

Title	Date	Tasks	Status
Reducing statistical time-series problems to binary classification	Oct 22, 2012	Binary ClassificationClassification	—Unverified
Reframing demand forecasting: a two-fold approach for lumpy and intermittent demand	Mar 23, 2021	BIG-bench Machine LearningDemand Forecasting	—Unverified
Regional and temporal characteristics of bovine tuberculosis of cattle in Great Britain	Sep 15, 2015	Time Series Analysis	—Unverified
PCT-CycleGAN: Paired Complementary Temporal Cycle-Consistent Adversarial Networks for Radar-Based Precipitation Nowcasting	Nov 28, 2022	Image-to-Image TranslationTime Series Analysis	—Unverified
Regression with Uncertainty Quantification in Large Scale Complex Data	Dec 4, 2019	Age Estimationregression	—Unverified
Regularized Bilinear Discriminant Analysis for Multivariate Time Series Data	Feb 26, 2022	Model SelectionTime Series	—Unverified
Regularized Dynamic Boltzmann Machine with Delay Pruning for Unsupervised Learning of Temporal Sequences	Sep 22, 2016	Temporal SequencesTime Series	—Unverified
Regularized Estimation of High-Dimensional Vector AutoRegressions with Weakly Dependent Innovations	Dec 19, 2019	Time SeriesTime Series Analysis	—Unverified
Regularized Estimation of Piecewise Constant Gaussian Graphical Models: The Group-Fused Graphical Lasso	Dec 19, 2015	Time SeriesTime Series Analysis	—Unverified
Regularized Flexible Activation Function Combinations for Deep Neural Networks	Jul 26, 2020	Image CompressionPhilosophy	—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