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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	Score
Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models	Apr 19, 2025	Deep LearningLanguage Modeling	—Unverified	0	0
Robust Inference on Infinite and Growing Dimensional Time Series Regression	Nov 20, 2019	regressionTime Series	—Unverified	0	0
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation	Jul 15, 2023	Age EstimationDepth Estimation	—Unverified	0	0
Learning temporal evolution of probability distribution with Recurrent Neural Network	Jan 1, 2018	General Classificationregression	—Unverified	0	0
Leveraging Sample Entropy for Enhanced Volatility Measurement and Prediction in International Oil Price Returns	Dec 20, 2023	Decision Makingregression	—Unverified	0	0
Limit Theory under Network Dependence and Nonstationarity	Aug 2, 2023	Econometricsregression	—Unverified	0	0
LLM-ABBA: Understanding time series via symbolic approximation	Nov 27, 2024	Time SeriesTime Series Classification	—Unverified	0	0
Marginalised Spectral Mixture Kernels with Nested Sampling	Nov 23, 2020	Prediction Intervalsregression	—Unverified	0	0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information	Sep 28, 2022	Demand ForecastingMultivariate Time Series Forecasting	—Unverified	0	0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand	Feb 14, 2023	Demand ForecastingTime Series	—Unverified	0	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