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 2511–2520 of 6748 papers

Title	Date	Tasks	Status
Data-driven Prognostics with Predictive Uncertainty Estimation using Ensemble of Deep Ordinal Regression Models	Mar 23, 2019	regressionTime Series Analysis	—Unverified
A Time-Series Scale Mixture Model of EEG with a Hidden Markov Structure for Epileptic Seizure Detection	Nov 12, 2021	EEGElectroencephalogram (EEG)	—Unverified
Data-driven Prediction of General Hamiltonian Dynamics via Learning Exactly-Symplectic Maps	Mar 9, 2021	Numerical IntegrationPrediction	—Unverified
Data-driven prediction and control of extreme events in a chaotic flow	Apr 25, 2022	Binary ClassificationTime Series Analysis	—Unverified
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph	Mar 10, 2025	Anomaly DetectionDecoder	—Unverified
Analyzing Time Series Changes of Correlation between Market Share and Concerns on Companies measured through Search Engine Suggests	May 1, 2016	Time SeriesTime Series Analysis	—Unverified
A comparative study of statistical and machine learning models on near-real-time daily emissions prediction	Feb 2, 2023	Time Series Analysis	—Unverified
Data-Driven Fault Diagnosis Analysis and Open-Set Classification of Time-Series Data	Sep 10, 2020	ClassificationFault Diagnosis	—Unverified
Data-driven Neural Architecture Learning For Financial Time-series Forecasting	Mar 5, 2019	Time SeriesTime Series Analysis	—Unverified
A Time Series Graph Cut Image Segmentation Scheme for Liver Tumors	Sep 13, 2018	Image SegmentationLiver Segmentation	—Unverified

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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