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 1101–1125 of 6748 papers

Title	Date	Tasks	Status	Score
HigeNet: A Highly Efficient Modeling for Long Sequence Time Series Prediction in AIOps	Nov 13, 2022	CPUTime Series	CodeCode Available	5
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes	Oct 7, 2019	Anomaly DetectionDemand Forecasting	CodeCode Available	5
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	5
A Distance for HMMs based on Aggregated Wasserstein Metric and State Registration	Aug 5, 2016	RetrievalTime Series Analysis	CodeCode Available	5
Hierarchical Probabilistic Model for Blind Source Separation via Legendre Transformation	Sep 25, 2019	blind source separationTime Series	CodeCode Available	5
High dimensional regression for regenerative time-series: an application to road traffic modeling	Oct 24, 2019	regressionTime Series	CodeCode Available	5
Hide-and-Seek Privacy Challenge	Jul 23, 2020	De-identificationSynthetic Data Generation	CodeCode Available	5
Hierarchical Attention-Based Recurrent Highway Networks for Time Series Prediction	Jun 2, 2018	PredictionTime Series	CodeCode Available	5
A Comparative Study of Gamma Markov Chains for Temporal Non-Negative Matrix Factorization	Jun 23, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Hidden Parameter Recurrent State Space Models For Changing Dynamics Scenarios	Jun 29, 2022	State Space ModelsTime Series	CodeCode Available	5
High-dimensional regression with potential prior information on variable importance	Sep 23, 2021	regressionTime Series	CodeCode Available	5
Harnessing the power of Topological Data Analysis to detect change points in time series	Oct 28, 2019	Change Point DetectionTime Series	CodeCode Available	5
A toolkit for data-driven discovery of governing equations in high-noise regimes	Nov 8, 2021	Equation DiscoveryModel Discovery	CodeCode Available	5
Guiding Sentiment Analysis with Hierarchical Text Clustering: Analyzing the German X/Twitter Discourse on Face Masks in the 2020 COVID-19 Pandemic	Aug 1, 2024	ClusteringData Visualization	CodeCode Available	5
Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal framework	Apr 7, 2022	DenoisingPupil Tracking	CodeCode Available	5
Anamnesic Neural Differential Equations with Orthogonal Polynomial Projections	Mar 3, 2023	Time SeriesTime Series Analysis	CodeCode Available	5
GTEA: Inductive Representation Learning on Temporal Interaction Graphs via Temporal Edge Aggregation	Sep 11, 2020	Inductive LearningNode Classification	CodeCode Available	5
Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification	Jul 12, 2024	Activity RecognitionContrastive Learning	CodeCode Available	5
HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series	Feb 7, 2022	Causal InferenceTime Series	CodeCode Available	5
Analyzing Linear Dynamical Systems: From Modeling to Coding and Learning	Aug 3, 2016	Dictionary LearningGeneral Classification	CodeCode Available	5
Graph Edit Networks	Jan 1, 2021	AttributeGraph Generation	CodeCode Available	5
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network	Oct 14, 2019	Graph Neural NetworkInductive Bias	CodeCode Available	5
Graph Gamma Process Generalized Linear Dynamical Systems	Jul 25, 2020	Time SeriesTime Series Analysis	CodeCode Available	5
Gradient-free training of recurrent neural networks	Oct 30, 2024	Time SeriesTime Series Analysis	CodeCode Available	5
Analyzing Dynamical Brain Functional Connectivity As Trajectories on Space of Covariance Matrices	Apr 10, 2019	ClusteringDimensionality Reduction	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