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 1376–1400 of 6748 papers

Title	Date	Tasks	Status	Score
Algorithms for Learning Graphs in Financial Markets	Dec 31, 2020	Graph LearningTime Series Analysis	CodeCode Available	5
A Review of Network Inference Techniques for Neural Activation Time Series	Jun 20, 2018	Point ProcessesTime Series	CodeCode Available	5
Identifying stochastic oscillations in single-cell live imaging time series using Gaussian processes	May 25, 2017	Gaussian ProcessesTime Series	CodeCode Available	5
Exploring the Influence of Dimensionality Reduction on Anomaly Detection Performance in Multivariate Time Series	Mar 7, 2024	Anomaly DetectionDimensionality Reduction	CodeCode Available	5
Extracting Relationships by Multi-Domain Matching	Dec 1, 2018	Domain AdaptationTime Series	CodeCode Available	5
Data-driven approach in a compartmental epidemic model to assess undocumented infections	Jan 10, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Explaining Deep Classification of Time-Series Data with Learned Prototypes	Apr 18, 2019	ClassificationDecision Making	CodeCode Available	5
Explainable Tensorized Neural Ordinary Differential Equations forArbitrary-step Time Series Prediction	Nov 26, 2020	PredictionTime Series	CodeCode Available	5
Complex Gated Recurrent Neural Networks	Jun 21, 2018	Human motion predictionmotion prediction	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
Explainable time series tweaking via irreversible and reversible temporal transformations	Sep 13, 2018	General ClassificationTime Series	CodeCode Available	5
Exploring Interpretable LSTM Neural Networks over Multi-Variable Data	May 28, 2019	PredictionTime Series	CodeCode Available	5
Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm	Jul 7, 2019	GPUTime Series	CodeCode Available	5
Classification of Time-Series Images Using Deep Convolutional Neural Networks	Oct 2, 2017	ClassificationGeneral Classification	CodeCode Available	5
Classification of Time-Series Data Using Boosted Decision Trees	Oct 1, 2021	Autonomous DrivingClassification	CodeCode Available	5
Multimodal Transformer for Unaligned Multimodal Language Sequences	Jun 1, 2019	Multimodal Sentiment AnalysisTime Series	CodeCode Available	5
Experimental study of time series forecasting methods for groundwater level prediction	Sep 28, 2022	ManagementTime Series	CodeCode Available	5
Inferring Density-Dependent Population Dynamics Mechanisms through Rate Disambiguation for Logistic Birth-Death Processes	May 10, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features	Jun 10, 2021	Bayesian InferenceGaussian Processes	CodeCode Available	5
Adaptive-Halting Policy Network for Early Classification	Aug 4, 2019	ClassificationEarly Classification	CodeCode Available	5
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features	Dec 1, 2021	Bayesian InferenceGaussian Processes	CodeCode Available	5
Classification of simulated radio signals using Wide Residual Networks for use in the search for extra-terrestrial intelligence	Mar 23, 2018	General ClassificationTime Series	CodeCode Available	5
Informative regularization for a multi-layer perceptron RR Lyrae classifier under data shift	Mar 12, 2023	Time Series Analysis	CodeCode Available	5
Exoplanet Detection using Machine Learning	Nov 28, 2020	BIG-bench Machine LearningTime Series Analysis	CodeCode Available	5
Experimental Study on Time Series Analysis of Lower Limb Rehabilitation Exercise Data Driven by Novel Model Architecture and Large Models	Apr 4, 2025	Time SeriesTime Series Analysis	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