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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 71–80 of 82 papers

Title	Date	Tasks	Status	Hype
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge	Jul 28, 2021	AutoMLFeature Engineering	CodeCode Available	0
TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models	Mar 26, 2025	Federated Learningimage-classification	CodeCode Available	0
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity	Jun 27, 2023	Deep LearningTime Series	CodeCode Available	0
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows	May 27, 2020	image-classificationImage Classification	CodeCode Available	0
Deciphering public attention to geoengineering and climate issues using machine learning and dynamic analysis	May 11, 2024	ArticlesSentiment Analysis	CodeCode Available	0
Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding	Jul 12, 2024	regressiontext-to-speech	CodeCode Available	0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	0
Multiobjective Programming for Type-2 Hierarchical Fuzzy Inference Trees	May 16, 2017	Classificationfeature selection	CodeCode Available	0
Conformal Prediction Intervals with Temporal Dependence	May 25, 2022	Conformal PredictionPrediction	CodeCode Available	0
Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPs	Apr 21, 2022	BenchmarkingChange Point Detection	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