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 931–940 of 6748 papers

Title	Date	Tasks	Status	Score
Impact of non-stationarity on estimating and modeling empirical copulas of daily stock returns	Jun 26, 2015	Time SeriesTime Series Analysis	CodeCode Available	5
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN	May 3, 2020	Multivariate Time Series ForecastingProbabilistic Time Series Forecasting	CodeCode Available	5
Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding	May 26, 2019	Demand ForecastingTime Series	CodeCode Available	5
Implementing spectral methods for hidden Markov models with real-valued emissions	Apr 29, 2014	parameter estimationTime Series	CodeCode Available	5
An Image Processing approach to identify solar plages observed at 393.37 nm by the Kodaikanal Solar Observatory	Sep 21, 2022	Time Series Analysis	CodeCode Available	5
A Better Alternative to Piecewise Linear Time Series Segmentation	May 24, 2006	Time SeriesTime Series Analysis	CodeCode Available	5
Identifying stochastic oscillations in single-cell live imaging time series using Gaussian processes	May 25, 2017	Gaussian ProcessesTime Series	CodeCode Available	5
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series	Nov 4, 2021	Data IntegrationDecoder	CodeCode Available	5
Identifying Unique Causal Network from Nonstationary Time Series	Nov 18, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Nickell Bias in Panel Local Projection: Financial Crises Are Worse Than You Think	Feb 27, 2023	regressionTime Series Analysis	CodeCode Available	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