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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 61–70 of 82 papers

Title	Date	Tasks	Status	Hype
Masked Multi-Step Multivariate Time Series Forecasting with Future Information	Sep 28, 2022	Demand ForecastingMultivariate Time Series Forecasting	—Unverified	0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand	Feb 14, 2023	Demand ForecastingTime Series	—Unverified	0
Ensemble of heterogeneous flexible neural trees using multiobjective genetic programming	May 16, 2017	ClassificationDiversity	CodeCode Available	0
Robustness Verification of Deep Neural Networks using Star-Based Reachability Analysis with Variable-Length Time Series Input	Jul 26, 2023	Anomaly DetectionTime Series	CodeCode Available	0
Effective Benchmarks for Optical Turbulence Modeling	Jan 7, 2024	Time Series ForecastingTime Series Regression	CodeCode Available	0
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	0
Factor-augmented tree ensembles	Nov 27, 2021	Ensemble Learningregression	CodeCode Available	0
Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling	Jun 6, 2021	EconometricsTime Series	CodeCode Available	0
On the Soundness of XAI in Prognostics and Health Management (PHM)	Mar 9, 2023	Explainable Artificial Intelligence (XAI)Management	CodeCode Available	0
On the Soundness of XAI in Prognostics and Health Management (PHM)	Apr 24, 2023	Explainable Artificial Intelligence (XAI)Management	CodeCode Available	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