Time Series Regression

Predicting one or more scalars for an entire time series example.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 82 papers

Title	Date	Tasks	Status	Hype
Quantized symbolic time series approximation	Nov 20, 2024	Anomaly DetectionAstronomy	CodeCode Available	2
Adversarial Examples in Deep Learning for Multivariate Time Series Regression	Sep 24, 2020	Adversarial AttackDeep Learning	CodeCode Available	1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities	Feb 8, 2022	Domain AdaptationGraph Mining	CodeCode Available	1
High-Dimensional Granger Causality Tests with an Application to VIX and News	Dec 13, 2019	regressionTime Series	CodeCode Available	1
Enhancing Financial Market Predictions: Causality-Driven Feature Selection	Aug 2, 2024	ClassificationTime Series Regression	CodeCode Available	1
Knowledge Informed Machine Learning using a Weibull-based Loss Function	Jan 4, 2022	BIG-bench Machine LearningManagement	CodeCode Available	1
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data	Jan 3, 2022	Graph Neural Networkregression	CodeCode Available	1
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization	Nov 6, 2023	ManagementPosition	CodeCode Available	1
A Transformer-based Framework for Multivariate Time Series Representation Learning	Oct 6, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Time Series Extrinsic Regression	Jun 23, 2020	regressionTime Series	CodeCode Available	1
Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects	Oct 1, 2018	regressionTime Series	CodeCode Available	1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection	Jun 10, 2021	Fire DetectionMultivariate Time Series Forecasting	CodeCode Available	1
Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Jan 28, 2021	Time SeriesTime Series Analysis	CodeCode Available	1
Monash University, UEA, UCR Time Series Extrinsic Regression Archive	Jun 19, 2020	BenchmarkingMissing Values	CodeCode Available	1
Comparing Well and Geophysical Data for Temperature Monitoring Within a Bayesian Experimental Design Framework	Oct 19, 2022	Experimental DesignTime Series Regression	CodeCode Available	1
Change-Point Detection in Time Series Using Mixed Integer Programming	Aug 11, 2024	Change Point Detectionregression	—Unverified	0
A Non-linear Function-on-Function Model for Regression with Time Series Data	Nov 24, 2020	regressionTime Series	—Unverified	0
Fast Inference for Quantile Regression with Tens of Millions of Observations	Sep 29, 2022	quantile regressionregression	—Unverified	0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data	Apr 8, 2021	Deep LearningICU Mortality	—Unverified	0
Did ChatGPT or Copilot use alter the style of internet news headlines? A time series regression analysis	Mar 31, 2025	Time SeriesTime Series Analysis	—Unverified	0
Analysis of Potential Biases and Validity of Studies Using Multiverse Approaches to Assess the Impacts of Government Responses to Epidemics	Sep 11, 2024	Time Series Regressionvalid	—Unverified	0
Forward variable selection enables fast and accurate dynamic system identification with Karhunen-Loève decomposed Gaussian processes	May 26, 2022	Gaussian ProcessesTime Series Analysis	—Unverified	0
Adaptive deep learning for nonlinear time series models	Jul 6, 2022	Deep Learningregression	—Unverified	0
A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression	Oct 11, 2020	Dynamic Time Warpingregression	—Unverified	0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift	Jan 11, 2022	Domain Adaptationregression	—Unverified	0

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All datasets USNA-Cn2 (long-term)USNA-Cn2 (short-duration)FinSen MLO-Cn2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GBRT	RMSE	1.34	—	Unverified
2	Macro Meteorological	RMSE	1.22	—	Unverified
3	Persistence	RMSE	1.21	—	Unverified
4	Air-Water Temperature Difference	RMSE	1.05	—	Unverified
5	Offshore Macro Meteorological	RMSE	0.68	—	Unverified
6	Climatology	RMSE	0.63	—	Unverified
7	Minute Climatology	RMSE	0.63	—	Unverified
8	RNN	RMSE	0.53	—	Unverified
9	Hybrid Air-Water Temperature Difference	RMSE	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Air-Water Temperature Difference	RMSE	0.91	—	Unverified
2	Macro Meteorological	RMSE	0.86	—	Unverified
3	Climatology	RMSE	0.48	—	Unverified
4	RNN	RMSE	0.38	—	Unverified
5	Linear Forecast	RMSE	0.36	—	Unverified
6	Hybrid Air-Water Temperature Difference	RMSE	0.3	—	Unverified
7	GBRT	RMSE	0.3	—	Unverified
8	Offshore Macro Meteorological	RMSE	0.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LSTM	Mean MSE	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Climatology	RMSE	0.66	—	Unverified