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 1676–1700 of 6748 papers

Title	Date	Tasks	Status	Score
Real-time Power System State Estimation and Forecasting via Deep Neural Networks	Nov 15, 2018	Rolling Shutter CorrectionState Estimation	CodeCode Available	5
Efficient Matrix Profile Computation Using Different Distance Functions	Jan 17, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
Real Time Trajectory Prediction Using Deep Conditional Generative Models	Sep 9, 2019	DecoderPrediction	CodeCode Available	5
Attaining entropy production and dissipation maps from Brownian movies via neural networks	Jun 29, 2021	Time SeriesTime Series Analysis	CodeCode Available	5
RecovDB: accurate and efficient missing blocks recovery for large time series	Apr 8, 2019	Missing ValuesTime Series	CodeCode Available	5
Time-Series Event Prediction with Evolutionary State Graph	May 10, 2019	Graph Neural NetworkPrediction	CodeCode Available	5
Quantum open system identification via global optimization: Optimally accurate Markovian models of open systems from time-series data	Mar 31, 2022	global-optimizationTime Series	CodeCode Available	5
Efficient Certified Training and Robustness Verification of Neural ODEs	Mar 9, 2023	Time SeriesTime Series Analysis	CodeCode Available	5
Deep Efficient Continuous Manifold Learning for Time Series Modeling	Dec 3, 2021	Action RecognitionIrregular Time Series	CodeCode Available	5
Recurrent Auto-Encoder Model for Large-Scale Industrial Sensor Signal Analysis	Jul 10, 2018	ClusteringDecoder	CodeCode Available	5
Efficient Covariance Estimation from Temporal Data	May 30, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
EgPDE-Net: Building Continuous Neural Networks for Time Series Prediction with Exogenous Variables	Aug 3, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Caulking the Leakage Effect in MEEG Source Connectivity Analysis	Sep 28, 2018	Connectivity EstimationTime Series Analysis	CodeCode Available	5
EasyMLServe: Easy Deployment of REST Machine Learning Services	Nov 26, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality	Nov 22, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
Early Abandoning PrunedDTW and its application to similarity search	Oct 11, 2020	ClusteringDynamic Time Warping	CodeCode Available	5
Early Anomaly Detection in Time Series: A Hierarchical Approach for Predicting Critical Health Episodes	Oct 22, 2020	Anomaly DetectionTime Series	CodeCode Available	5
An attention model to analyse the risk of agitation and urinary tract infections in people with dementia	Jan 18, 2021	Data IntegrationManagement	CodeCode Available	5
Edge computing on TPU for brain implant signal analysis	Feb 28, 2023	Contrastive LearningDeep Learning	CodeCode Available	5
Dynamic transformation of prior knowledge into Bayesian models for data streams	Mar 13, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Dynamic Virtual Graph Significance Networks for Predicting Influenza	Feb 16, 2021	Representation LearningTime Series	CodeCode Available	5
A novel approach to rating transition modelling via Machine Learning and SDEs on Lie groups	May 31, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
MASA: Motif-Aware State Assignment in Noisy Time Series Data	Sep 6, 2018	ClusteringTime Series	CodeCode Available	5
Reinforcement Learning for Portfolio Management	Sep 12, 2019	Data AugmentationManagement	CodeCode Available	5
Dynamic Time Warping based Adversarial Framework for Time-Series Domain	Jul 9, 2022	Adversarial RobustnessDynamic Time Warping	CodeCode Available	5

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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