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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
On the Soundness of XAI in Prognostics and Health Management (PHM)	Mar 9, 2023	Explainable Artificial Intelligence (XAI)Management	CodeCode Available	0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand	Feb 14, 2023	Demand ForecastingTime Series	—Unverified	0
On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense	Jan 9, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods	Nov 20, 2022	Benchmarkingregression	—Unverified	0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	0
Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression	Nov 11, 2022	regressionTime Series	—Unverified	0
On Estimation and Inference of Large Approximate Dynamic Factor Models via the Principal Component Analysis	Nov 3, 2022	regressionTime Series	—Unverified	0
Fast Inference for Quantile Regression with Tens of Millions of Observations	Sep 29, 2022	quantile regressionregression	—Unverified	0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information	Sep 28, 2022	Demand ForecastingMultivariate Time Series Forecasting	—Unverified	0
Adaptive deep learning for nonlinear time series models	Jul 6, 2022	Deep Learningregression	—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