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 2681–2690 of 6748 papers

Title	Date	Tasks	Status
A Stochastic Time Series Model for Predicting Financial Trends using NLP	Feb 2, 2021	Generative Adversarial NetworkSentiment Analysis	—Unverified
Cost-Effective Bad Synchrophasor Data Detection Based on Unsupervised Time Series Data Analytics	May 3, 2020	Time SeriesTime Series Analysis	—Unverified
A stochastic metapopulation state-space approach to modeling and estimating Covid-19 spread	Jun 15, 2021	Metaheuristic OptimizationTime Series	—Unverified
An Algorithm for the Visualization of Relevant Patterns in Astronomical Light Curves	Mar 8, 2019	BIG-bench Machine LearningClassification Of Variable Stars	—Unverified
A Combination Method for Android Malware Detection Based on Control Flow Graphs and Machine Learning Algorithms	Jan 29, 2019	Android Malware DetectionBIG-bench Machine Learning	—Unverified
A Bayesian approach for structure learning in oscillating regulatory networks	Apr 24, 2015	Time SeriesTime Series Analysis	—Unverified
Learning Interpretable Shapelets for Time Series Classification through Adversarial Regularization	Jun 3, 2019	ClassificationGeneral Classification	—Unverified
Capturing Evolution Genes for Time Series Data	May 10, 2019	Time SeriesTime Series Analysis	—Unverified
Forecasting Weakly Correlated Time Series in Tasks of Electronic Commerce	Apr 16, 2019	Time SeriesTime Series Analysis	—Unverified
Topological Data Analysis of Task-Based fMRI Data from Experiments on Schizophrenia	Sep 22, 2018	ClusteringCommunity Detection	—Unverified

Show:10 25 50

← PrevPage 269 of 675Next →

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