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 2481–2490 of 6748 papers

Title	Date	Tasks	Status
Examining Deep Learning Architectures for Crime Classification and Prediction	Dec 3, 2018	ClassificationCrime Prediction	—Unverified
Examining Deep Learning Models with Multiple Data Sources for COVID-19 Forecasting	Oct 27, 2020	ClusteringDeep Learning	—Unverified
Causal Structural Learning from Time Series: A Convex Optimization Approach	Jan 26, 2023	scientific discoveryTime Series	—Unverified
Exercise Motion Classification from Large-Scale Wearable Sensor Data Using Convolutional Neural Networks	Oct 22, 2016	General ClassificationTime Series	—Unverified
Ensemble Grammar Induction For Detecting Anomalies in Time Series	Jan 29, 2020	Anomaly DetectionEnsemble Learning	—Unverified
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting	Apr 19, 2022	BIG-bench Machine LearningDecoder	—Unverified
Expectation Propagation in Gaussian Process Dynamical Systems: Extended Version	Jul 12, 2012	Time SeriesTime Series Analysis	—Unverified
Expectation Propagation in Gaussian Process Dynamical Systems	Dec 1, 2012	Time SeriesTime Series Analysis	—Unverified
A Novel Multi-Centroid Template Matching Algorithm and Its Application to Cough Detection	Sep 1, 2021	Dynamic Time WarpingTemplate Matching	—Unverified
Adaptive Complementary Ensemble EMD and Energy-Frequency Spectra of Cryptocurrency Prices	May 17, 2021	Time SeriesTime Series Analysis	—Unverified

Show:10 25 50

← PrevPage 249 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