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 1231–1240 of 6748 papers

Title	Date	Tasks	Status	Score
A data driven approach to classify descriptors based on their efficiency in translating noisy trajectories into physically-relevant information	Nov 19, 2024	DenoisingTime Series	CodeCode Available	5
Forecasting Across Time Series Databases using Recurrent Neural Networks on Groups of Similar Series: A Clustering Approach	Oct 9, 2017	BenchmarkingClustering	CodeCode Available	5
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions	Sep 30, 2019	Synthetic Data GenerationTime Series	CodeCode Available	5
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes	Oct 7, 2019	Anomaly DetectionDemand Forecasting	CodeCode Available	5
Fitting stochastic predator-prey models using both population density and kill rate data	Apr 3, 2019	Time SeriesTime Series Analysis	CodeCode Available	5
Multimodal Transformer for Unaligned Multimodal Language Sequences	Jun 1, 2019	Multimodal Sentiment AnalysisTime Series	CodeCode Available	5
fETSmcs: Feature-based ETS model component selection	Jun 26, 2022	modelModel Selection	CodeCode Available	5
A Data Cube of Big Satellite Image Time-Series for Agriculture Monitoring	May 16, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
A Review of the Long Horizon Forecasting Problem in Time Series Analysis	Jun 15, 2025	Multivariate Time Series ForecastingTime Series	CodeCode Available	5
Few-shot human motion prediction for heterogeneous sensors	Dec 22, 2022	Few-Shot LearningHuman motion prediction	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