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 2071–2080 of 6748 papers

Title	Date	Tasks	Status
Detection of Obstructive Sleep Apnoea Using Features Extracted from Segmented Time-Series ECG Signals Using a One Dimensional Convolutional Neural Network	Feb 3, 2020	SpecificityTime Series	—Unverified
Bayesian nonparametric shared multi-sequence time series segmentation	Jan 27, 2020	SegmentationTime Series	—Unverified
The amplitude modulation pattern of Gaussian noise is a fingerprint of Gaussianity	Mar 30, 2022	Time SeriesTime Series Analysis	—Unverified
Detection of Anomalies in a Time Series Data using InfluxDB and Python	Dec 15, 2020	Decision MakingTime Series	—Unverified
Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series	Feb 9, 2019	Density EstimationTime Series	—Unverified
An information-geometric approach to feature extraction and moment reconstruction in dynamical systems	Apr 5, 2020	Dimensionality ReductionTime Series Analysis	—Unverified
A Convolutional-Attentional Neural Framework for Structure-Aware Performance-Score Synchronization	Apr 19, 2022	Time SeriesTime Series Analysis	—Unverified
Bayesian multi--dipole localization and uncertainty quantification from simultaneous EEG and MEG recordings	Jun 19, 2017	EEGElectroencephalogram (EEG)	—Unverified
Detecting Structural Breaks in Foreign Exchange Markets by using the group LASSO technique	Feb 7, 2022	Time SeriesTime Series Analysis	—Unverified
Detecting Slag Formations with Deep Convolutional Neural Networks	Oct 13, 2021	Time SeriesTime Series Analysis	—Unverified

Show:10 25 50

← PrevPage 208 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