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 4971–4980 of 6748 papers

Title	Date	Tasks	Status
Aggregated Multi-output Gaussian Processes with Knowledge Transfer Across Domains	Jun 24, 2022	AttributeGaussian Processes	—Unverified
Aggregated Wasserstein Metric and State Registration for Hidden Markov Models	Nov 12, 2017	RetrievalTime Series Analysis	—Unverified
Agnostic Learning for Packing Machine Stoppage Prediction in Smart Factories	Dec 12, 2022	Time Series AnalysisTime Series Forecasting	—Unverified
A Goal-Based Movement Model for Continuous Multi-Agent Tasks	Feb 23, 2017	Reinforcement LearningTime Series	—Unverified
A Graph-constrained Changepoint Detection Approach for ECG Segmentation	Apr 24, 2020	QRS Complex DetectionTime Series	—Unverified
A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case	Nov 10, 2022	Deep Reinforcement LearningManagement	—Unverified
A Graph Signal Processing Approach For Real-Time Traffic Prediction In Transportation Networks	Nov 19, 2017	ClusteringManagement	—Unverified
Agriculture Credit and Economic Growth in Bangladesh: A Time Series Analysis	Sep 8, 2023	Time SeriesTime Series Analysis	—Unverified
A GRU-based Mixture Density Network for Data-Driven Dynamic Stochastic Programming	Jun 26, 2020	Decision MakingTime Series	—Unverified
AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting	Jan 29, 2021	ManagementTime Series	—Unverified

Show:10 25 50

← PrevPage 498 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