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 3751–3760 of 6748 papers

Title	Date	Tasks	Status
The Dynamical Gaussian Process Latent Variable Model in the Longitudinal Scenario	Sep 25, 2019	Dimensionality ReductionTime Series	—Unverified
Evolutionary Dynamics of Investors Expectations and Market Price Movement	Dec 24, 2019	Time SeriesTime Series Analysis	—Unverified
The dynamics of the stomatognathic system from 4D multimodal data	Nov 20, 2019	Time Series Analysis	—Unverified
The Dynamic Triple Gamma Prior as a Shrinkage Process Prior for Time-Varying Parameter Models	Dec 16, 2023	Time SeriesTime Series Analysis	—Unverified
The Economic Impact of Critical National Infrastructure Failure Due to Space Weather	Jun 14, 2021	Time SeriesTime Series Analysis	—Unverified
The Effectiveness of Discretization in Forecasting: An Empirical Study on Neural Time Series Models	May 20, 2020	Time SeriesTime Series Analysis	—Unverified
The elastic origins of tail asymmetry	Oct 16, 2021	Time SeriesTime Series Analysis	—Unverified
The Expressive Power of Gated Recurrent Units as a Continuous Dynamical System	May 1, 2019	Time SeriesTime Series Analysis	—Unverified
The Expressivity and Training of Deep Neural Networks: toward the Edge of Chaos?	Oct 11, 2019	image-classificationImage Classification	—Unverified
The Forecasting performance of the Factor model with Martingale Difference errors	May 20, 2022	Dimensionality ReductionTime 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