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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 71–80 of 82 papers

Title	Date	Tasks	Status	Hype	Score
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	0
A Non-linear Function-on-Function Model for Regression with Time Series Data	Nov 24, 2020	regressionTime Series	—Unverified	0	0
Conformal Prediction with Temporal Quantile Adjustments	May 20, 2022	Conformal PredictionEconometrics	—Unverified	0	0
Recurrent Memory for Online Interdomain Gaussian Processes	Feb 12, 2025	Computational EfficiencyGaussian Processes	—Unverified	0	0
Comprehensive Time-Series Regression Models Using GRETL -- U.S. GDP and Government Consumption Expenditures & Gross Investment from 1980 to 2013	Aug 17, 2019	Time SeriesTime Series Analysis	—Unverified	0	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	0
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods	Nov 20, 2022	Benchmarkingregression	—Unverified	0	0
Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression	Nov 11, 2022	regressionTime Series	—Unverified	0	0
Where does the Stimulus go? Deep Generative Model for Commercial Banking Deposits	Jan 22, 2021	Decision MakingManagement	—Unverified	0	0
Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression under Indirect Supervision	Apr 12, 2025	Predictionregression	—Unverified	0	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