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 3951–3960 of 6748 papers

Title	Date	Tasks	Status
Skill-Based Differences in Spatio-Temporal Team Behavior in Defence of The Ancients 2	Mar 24, 2016	ClusteringDota 2	—Unverified
sktime: A Unified Interface for Machine Learning with Time Series	Sep 17, 2019	BIG-bench Machine LearningTime Series	—Unverified
Sleep Analytics and Online Selective Anomaly Detection	Mar 2, 2014	Anomaly DetectionEEG	—Unverified
SleepNet: Automated Sleep Analysis via Dense Convolutional Neural Network Using Physiological Time Series	Mar 11, 2019	Multi-Task LearningTime Series	—Unverified
SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography	Feb 11, 2022	ManagementPhotoplethysmography (PPG)	—Unverified
SleepPriorCL: Contrastive Representation Learning with Prior Knowledge-based Positive Mining and Adaptive Temperature for Sleep Staging	Oct 15, 2021	Representation LearningSelf-Supervised Learning	—Unverified
Sliding Spectrum Decomposition for Diversified Recommendation	Jul 12, 2021	DiversityRecommendation Systems	—Unverified
Sliding Window Sum Algorithms for Deep Neural Networks	May 25, 2023	CPUGPU	—Unverified
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies	Feb 11, 2023	Decision MakingMultivariate Time Series Forecasting	—Unverified
Slow-varying Dynamics Assisted Temporal Capsule Network for Machinery Remaining Useful Life Estimation	Mar 30, 2022	Time SeriesTime Series Analysis	—Unverified

Show:10 25 50

← PrevPage 396 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