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 1261–1270 of 6748 papers

Title	Date	Tasks	Status
A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers	Nov 27, 2019	ClassificationGeneral Classification	—Unverified
A Comparative Study: Adaptive Fuzzy Inference Systems for Energy Prediction in Urban Buildings	Sep 24, 2018	Time SeriesTime Series Analysis	—Unverified
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency	Sep 12, 2019	BenchmarkingGeneral Classification	—Unverified
Empirical Analysis of Lifelog Data using Optimal Feature Selection based Unsupervised Logistic Regression (OFS-ULR) Model with Spark Streaming	Apr 4, 2022	feature selectionTime Series Analysis	—Unverified
A deep network approach to multitemporal cloud detection	Dec 9, 2020	Cloud DetectionTime Series	—Unverified
Conditional Risk Minimization for Stochastic Processes	Oct 9, 2015	Time SeriesTime Series Analysis	—Unverified
A Tale of Tail Covariances (and Diversified Tails)	Feb 27, 2023	Time SeriesTime Series Analysis	—Unverified
A tail dependence-based MST and their topological indicators in modelling systemic risk in the European insurance sector	Mar 10, 2020	Time SeriesTime Series Analysis	—Unverified
Analysis of Hydrological and Suspended Sediment Events from Mad River Watershed using Multivariate Time Series Clustering	Nov 28, 2019	ClusteringTime Series	—Unverified
A Systematic Review for Transformer-based Long-term Series Forecasting	Oct 31, 2023	Time SeriesTime Series Analysis	—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