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 2451–2460 of 6748 papers

Title	Date	Tasks	Status
Decomposition-based hybrid wind speed forecasting model using deep bidirectional LSTM networks	Mar 9, 2021	ManagementTime Series Analysis	—Unverified
Decomposing Temperature Time Series with Non-Negative Matrix Factorization	Apr 3, 2019	Time SeriesTime Series Analysis	—Unverified
Attention-based Neural Load Forecasting: A Dynamic Feature Selection Approach	Aug 25, 2021	Decoderfeature selection	—Unverified
Decoding Working Memory Load from EEG with LSTM Networks	Oct 12, 2019	EEGElectroencephalogram (EEG)	—Unverified
Decoding the Encoding of Functional Brain Networks: an fMRI Classification Comparison of Non-negative Matrix Factorization (NMF), Independent Component Analysis (ICA), and Sparse Coding Algorithms	Jul 1, 2016	Time Series Analysis	—Unverified
An autoencoder wavelet based deep neural network with attention mechanism for multistep prediction of plant growth	Dec 7, 2020	DecoderPrediction	—Unverified
Decoding of visual-related information from the human EEG using an end-to-end deep learning approach	Nov 1, 2019	EEGElectroencephalogram (EEG)	—Unverified
Decoding Multilingual Topic Dynamics and Trend Identification through ARIMA Time Series Analysis on Social Networks: A Novel Data Translation Framework Enhanced by LDA/HDP Models	Mar 18, 2024	Machine TranslationTime Series	—Unverified
Attention Augmented Convolutional Transformer for Tabular Time-series	Oct 5, 2021	Language ModelingLanguage Modelling	—Unverified
Decoding Financial Health in Kenyas' Medical Insurance Sector: A Data-Driven Cluster Analysis	Feb 24, 2025	ClusteringDynamic Time Warping	—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