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 4261–4270 of 6748 papers

Title	Date	Tasks	Status
The Functional Wiener Filter	Dec 31, 2022	Time SeriesTime Series Analysis	—Unverified
The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms. Extended Version	Feb 4, 2016	General ClassificationTime Series	—Unverified
The Impact of COVID-19 on FinTech Lending in Indonesia: Evidence From Interrupted Time Series Analysis	May 10, 2025	Time SeriesTime Series Analysis	—Unverified
The Importance of Being Correlated: Implications of Dependence in Joint Spectral Inference across Multiple Networks	Aug 1, 2020	Time Series Analysis	—Unverified
The Influence of Global Constraints on Similarity Measures for Time-Series Databases	Jul 1, 2011	Dynamic Time WarpingTime Series	—Unverified
The Internet of Things as a Deep Neural Network	Mar 23, 2020	Time SeriesTime Series Analysis	—Unverified
The interpretation of endobronchial ultrasound image using 3D convolutional neural network for differentiating malignant and benign mediastinal lesions	Jul 29, 2021	DiagnosticTime Series Analysis	—Unverified
The (in)visible hand in the Libor market: an Information Theory approach	Aug 19, 2015	Time SeriesTime Series Analysis	—Unverified
The Kernel Trick for Nonlinear Factor Modeling	Mar 1, 2021	Time SeriesTime Series Analysis	—Unverified
The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting	Feb 8, 2022	modelTime 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