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 321–330 of 6748 papers

Title	Date	Tasks	Status	Hype	Score
Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate	Sep 20, 2022	Structural Health MonitoringTime Series	CodeCode Available	1	5
A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction	Mar 31, 2020	Spatio-Temporal ForecastingTime Series	CodeCode Available	1	5
ASTRIDE: Adaptive Symbolization for Time Series Databases	Feb 8, 2023	Change Point DetectionQuantization	CodeCode Available	1	5
A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware	Jul 8, 2021	Question AnsweringTime Series	CodeCode Available	1	5
Data Generating Process to Evaluate Causal Discovery Techniques for Time Series Data	Apr 16, 2021	BenchmarkingCausal Discovery	CodeCode Available	1	5
A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling	Dec 16, 2021	Multivariate Time Series ForecastingPrediction Intervals	CodeCode Available	1	5
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification	Apr 16, 2021	Binary ClassificationGeneral Classification	CodeCode Available	1	5
A Physiology-Driven Computational Model for Post-Cardiac Arrest Outcome Prediction	Feb 9, 2020	ICU AdmissionTime Series Analysis	CodeCode Available	1	5
DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing	Nov 7, 2016	Activity RecognitionGeneral Classification	CodeCode Available	1	5
Data Normalization for Bilinear Structures in High-Frequency Financial Time-series	Jan 10, 2021	Time SeriesTime Series Analysis	CodeCode Available	1	5

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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