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 1451–1475 of 6748 papers

Title	Date	Tasks	Status	Score
Classification of multivariate weakly-labelled time-series with attention	Feb 16, 2021	ClassificationEEG	CodeCode Available	5
Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier	Jun 13, 2017	Gaussian ProcessesTime Series	CodeCode Available	5
Fairness in Forecasting of Observations of Linear Dynamical Systems	Sep 12, 2022	FairnessTime Series	CodeCode Available	5
Accounting for Temporal Variability in Functional Magnetic Resonance Imaging Improves Prediction of Intelligence	Nov 11, 2022	feature selectionFunctional Connectivity	CodeCode Available	5
False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates	Jun 28, 2021	Depth EstimationInstance Segmentation	CodeCode Available	5
Fast and Accurate Time Series Classification with WEASEL	Jan 26, 2017	ClassificationGeneral Classification	CodeCode Available	5
Applicability and interpretation of the deterministic weighted cepstral distance	Mar 8, 2018	BIG-bench Machine LearningClustering	CodeCode Available	5
Factor-augmented tree ensembles	Nov 27, 2021	Ensemble Learningregression	CodeCode Available	5
Extracting Relationships by Multi-Domain Matching	Dec 1, 2018	Domain AdaptationTime Series	CodeCode Available	5
Factor-Driven Two-Regime Regression	Sep 10, 2020	regressionTime Series	CodeCode Available	5
Context-Dependent Semantic Parsing over Temporally Structured Data	May 1, 2019	DecoderSemantic Parsing	CodeCode Available	5
Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling	Jun 6, 2021	EconometricsTime Series	CodeCode Available	5
Classification and Feature Transformation with Fuzzy Cognitive Maps	Mar 8, 2021	ClassificationDecision Making	CodeCode Available	5
Explaining Deep Classification of Time-Series Data with Learned Prototypes	Apr 18, 2019	ClassificationDecision Making	CodeCode Available	5
Exploring Interpretable LSTM Neural Networks over Multi-Variable Data	May 28, 2019	PredictionTime Series	CodeCode Available	5
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting	Dec 18, 2022	Load ForecastingTime Series	CodeCode Available	5
Citation Sentiment Changes Analysis	Oct 1, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Explainable Tensorized Neural Ordinary Differential Equations forArbitrary-step Time Series Prediction	Nov 26, 2020	PredictionTime Series	CodeCode Available	5
An Operator Theoretic Approach for Analyzing Sequence Neural Networks	Feb 15, 2021	ECG ClassificationSentiment Analysis	CodeCode Available	5
Explainable time series tweaking via irreversible and reversible temporal transformations	Sep 13, 2018	General ClassificationTime Series	CodeCode Available	5
Exoplanet Detection using Machine Learning	Nov 28, 2020	BIG-bench Machine LearningTime Series Analysis	CodeCode Available	5
Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks	Jul 6, 2020	Graph Neural NetworkTime Series	CodeCode Available	5
Experimental study of time series forecasting methods for groundwater level prediction	Sep 28, 2022	ManagementTime Series	CodeCode Available	5
ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification	Jan 30, 2018	EEGElectroencephalogram (EEG)	CodeCode Available	5
A Knowledge Distillation Ensemble Framework for Predicting Short and Long-term Hospitalisation Outcomes from Electronic Health Records Data	Nov 18, 2020	Decision MakingICU Admission	CodeCode Available	5

Show:10 25 50

← PrevPage 59 of 270Next →

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