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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
LLM-ABBA: Understanding time series via symbolic approximation	Nov 27, 2024	Time SeriesTime Series Classification	—Unverified	0
A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting	Feb 21, 2025	Dimensionality ReductionTime Series	—Unverified	0
FIC-TSC: Learning Time Series Classification with Fisher Information Constraint	May 9, 2025	ClassificationTime Series	—Unverified	0
Forward variable selection enables fast and accurate dynamic system identification with Karhunen-Loève decomposed Gaussian processes	May 26, 2022	Gaussian ProcessesTime Series Analysis	—Unverified	0
Comprehensive Time-Series Regression Models Using GRETL -- U.S. GDP and Government Consumption Expenditures & Gross Investment from 1980 to 2013	Aug 17, 2019	Time SeriesTime Series Analysis	—Unverified	0
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
Asymptotic equivalence of Principal Components and Quasi Maximum Likelihood estimators in Large Approximate Factor Models	Jul 19, 2023	regressionTime Series	—Unverified	0
Fast Inference for Quantile Regression with Tens of Millions of Observations	Sep 29, 2022	quantile regressionregression	—Unverified	0
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation	Jul 15, 2023	Age EstimationDepth Estimation	—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