SOTAVerified|Agents Browse Leaderboard About

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 61–70 of 82 papers

Title	Date	Tasks	Status	Hype	Score
On the Initialization of Long Short-Term Memory Networks	Dec 22, 2019	Missing Valuesregression	—Unverified	0	0
A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression	Oct 11, 2020	Dynamic Time Warpingregression	—Unverified	0	0
Adaptive deep learning for nonlinear time series models	Jul 6, 2022	Deep Learningregression	—Unverified	0	0
On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense	Jan 9, 2023	Adversarial AttackAdversarial Defense	—Unverified	0	0
Panel Data Nowcasting: The Case of Price-Earnings Ratios	Jul 5, 2023	regressionTime Series	—Unverified	0	0
Partial Sum Processes of Residual-Based and Wald-type Break-Point Statistics in Time Series Regression Models	Jan 31, 2022	regressionTime Series	—Unverified	0	0
Prediction of Sea Surface Temperature using Long Short-Term Memory	May 19, 2017	PredictionTime Series	—Unverified	0	0
Preventing Non-intrusive Load Monitoring Privacy Invasion: A Precise Adversarial Attack Scheme for Networked Smart Meters	Dec 22, 2024	Adversarial AttackNon-Intrusive Load Monitoring	—Unverified	0	0
Quantile Time Series Regression Models Revisited	Aug 12, 2023	regressionTime Series	—Unverified	0	0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift	Jan 11, 2022	Domain Adaptationregression	—Unverified	0	0

Show:10 25 50

← PrevPage 7 of 9Next →

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