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 281–290 of 6748 papers

Title	Date	Tasks	Status	Hype
Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm	Sep 9, 2022	ClusteringClustering Algorithms Evaluation	CodeCode Available	1
W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting	Sep 8, 2022	Anomaly DetectionRecommendation Systems	CodeCode Available	1
Time-distance vision transformers in lung cancer diagnosis from longitudinal computed tomography	Sep 4, 2022	Lung Cancer DiagnosisTime Series Analysis	CodeCode Available	1
MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian	Sep 1, 2022	Graph Neural NetworkLink Prediction	CodeCode Available	1
ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling	Aug 31, 2022	Time SeriesTime Series Analysis	CodeCode Available	1
Light curve completion and forecasting using fast and scalable Gaussian processes (MuyGPs)	Aug 31, 2022	Gaussian ProcessesPose Estimation	CodeCode Available	1
SoMoFormer: Multi-Person Pose Forecasting with Transformers	Aug 30, 2022	Human Pose Forecastingmotion prediction	CodeCode Available	1
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures	Aug 29, 2022	Graph Neural NetworkMultivariate Time Series Forecasting	CodeCode Available	1
Global RTK Positioning in Graphical State Space	Aug 27, 2022	PositionTime Series	CodeCode Available	1
AA-Forecast: Anomaly-Aware Forecast for Extreme Events	Aug 21, 2022	Anomaly ForecastingMultivariate Time Series Forecasting	CodeCode Available	1

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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