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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 51–60 of 82 papers

Title	Date	Tasks	Status	Hype
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
Conformal Prediction Intervals with Temporal Dependence	May 25, 2022	Conformal PredictionPrediction	CodeCode Available	0
Conformal Prediction with Temporal Quantile Adjustments	May 20, 2022	Conformal PredictionEconometrics	—Unverified	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
On Robust Inference in Time Series Regression	Mar 8, 2022	regressionTime Series	—Unverified	0
Partial Sum Processes of Residual-Based and Wald-type Break-Point Statistics in Time Series Regression Models	Jan 31, 2022	regressionTime Series	—Unverified	0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift	Jan 11, 2022	Domain Adaptationregression	—Unverified	0
Factor-augmented tree ensembles	Nov 27, 2021	Ensemble Learningregression	CodeCode Available	0
Modelling neuronal behaviour with time series regression: Recurrent Neural Networks on synthetic C. elegans data	Sep 29, 2021	Benchmarkingregression	—Unverified	0
Universal Adversarial Attack on Deep Learning Based Prognostics	Sep 15, 2021	Adversarial AttackDeep Learning	—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