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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 31–40 of 82 papers

Title	Date	Tasks	Status	Hype
Leveraging Sample Entropy for Enhanced Volatility Measurement and Prediction in International Oil Price Returns	Dec 20, 2023	Decision Makingregression	—Unverified	0
High Dimensional Time Series Regression Models: Applications to Statistical Learning Methods	Aug 27, 2023	regressionTime Series	—Unverified	0
Quantile Time Series Regression Models Revisited	Aug 12, 2023	regressionTime Series	—Unverified	0
Limit Theory under Network Dependence and Nonstationarity	Aug 2, 2023	Econometricsregression	—Unverified	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
Asymptotic equivalence of Principal Components and Quasi Maximum Likelihood estimators in Large Approximate Factor Models	Jul 19, 2023	regressionTime Series	—Unverified	0
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation	Jul 15, 2023	Age EstimationDepth Estimation	—Unverified	0
Panel Data Nowcasting: The Case of Price-Earnings Ratios	Jul 5, 2023	regressionTime Series	—Unverified	0
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity	Jun 27, 2023	Deep LearningTime Series	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