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 3451–3460 of 6748 papers

Title	Date	Tasks	Status
Predicting the 2020 US Presidential Election with Twitter	Jul 19, 2021	PredictionTime Series	—Unverified
Predicting the Biological Classification of Cell-Cycle Regulated Genes of Saccharomyces cerevisiae using Community Detection Algorithms on Gene Co-expression Networks	Aug 22, 2022	ClusteringCommunity Detection	—Unverified
Predicting the Future is like Completing a Painting!	Nov 9, 2020	Image InpaintingPhilosophy	—Unverified
Predicting the Mumble of Wireless Channel with Sequence-to-Sequence Models	Jan 14, 2019	Caption GenerationLanguage Modeling	—Unverified
Predicting the outcome of team movements -- Player time series analysis using fuzzy and deep methods for representation learning	Sep 13, 2021	PositionRepresentation Learning	—Unverified
Predicting the State of Synchronization of Financial Time Series using Cross Recurrence Plots	Oct 26, 2022	Time SeriesTime Series Analysis	—Unverified
Predicting the temporal dynamics of turbulent channels through deep learning	Mar 2, 2022	Deep LearningTime Series Analysis	—Unverified
Predicting Treatment Initiation from Clinical Time Series Data via Graph-Augmented Time-Sensitive Model	Jul 1, 2019	Time SeriesTime Series Analysis	—Unverified
Predicting Unplanned Readmissions in the Intensive Care Unit: A Multimodality Evaluation	May 14, 2023	Readmission PredictionTime Series	—Unverified
Prediction Algorithm for Heat Demand of Science and Technology Topics Based on Time Convolution Network	Mar 21, 2022	PredictionTime Series	—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