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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 21–30 of 82 papers

Title	Date	Tasks	Status	Hype	Score
On the Soundness of XAI in Prognostics and Health Management (PHM)	Apr 24, 2023	Explainable Artificial Intelligence (XAI)Management	CodeCode Available	0	5
Deciphering public attention to geoengineering and climate issues using machine learning and dynamic analysis	May 11, 2024	ArticlesSentiment Analysis	CodeCode Available	0	5
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	0	5
A Multi-Horizon Quantile Recurrent Forecaster	Nov 29, 2017	quantile regressionregression	CodeCode Available	0	5
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity	Jun 27, 2023	Deep LearningTime Series	CodeCode Available	0	5
Effective Benchmarks for Optical Turbulence Modeling	Jan 7, 2024	Time Series ForecastingTime Series Regression	CodeCode Available	0	5
Conformal Prediction Intervals with Temporal Dependence	May 25, 2022	Conformal PredictionPrediction	CodeCode Available	0	5
Ensemble of heterogeneous flexible neural trees using multiobjective genetic programming	May 16, 2017	ClassificationDiversity	CodeCode Available	0	5
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	0	5
Factor-augmented tree ensembles	Nov 27, 2021	Ensemble Learningregression	CodeCode Available	0	5

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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