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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 41–50 of 82 papers

Title	Date	Tasks	Status	Hype
Quantile Time Series Regression Models Revisited	Aug 12, 2023	regressionTime Series	—Unverified	0
Recurrent Memory for Online Interdomain Gaussian Processes	Feb 12, 2025	Computational EfficiencyGaussian Processes	—Unverified	0
Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression under Indirect Supervision	Apr 12, 2025	Predictionregression	—Unverified	0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality	Sep 3, 2019	ClusteringTime Series	—Unverified	0
Robust Inference on Infinite and Growing Dimensional Time Series Regression	Nov 20, 2019	regressionTime Series	—Unverified	0
Temporal Topic Modeling to Assess Associations between News Trends and Infectious Disease Outbreaks	Jun 1, 2016	ArticlesTime Series	—Unverified	0
Universal Adversarial Attack on Deep Learning Based Prognostics	Sep 15, 2021	Adversarial AttackDeep Learning	—Unverified	0
Where does the Stimulus go? Deep Generative Model for Commercial Banking Deposits	Jan 22, 2021	Decision MakingManagement	—Unverified	0
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods	Nov 20, 2022	Benchmarkingregression	—Unverified	0
Fast Inference for Quantile Regression with Tens of Millions of Observations	Sep 29, 2022	quantile regressionregression	—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