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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 61–70 of 82 papers

Title	Date	Tasks	Status	Hype
Where does the Stimulus go? Deep Generative Model for Commercial Banking Deposits	Jan 22, 2021	Decision MakingManagement	—Unverified	0
A Non-linear Function-on-Function Model for Regression with Time Series Data	Nov 24, 2020	regressionTime Series	—Unverified	0
Marginalised Spectral Mixture Kernels with Nested Sampling	Nov 23, 2020	Prediction Intervalsregression	—Unverified	0
Modern strategies for time series regression	Oct 29, 2020	BIG-bench Machine Learningregression	—Unverified	0
A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression	Oct 11, 2020	Dynamic Time Warpingregression	—Unverified	0
A Transformer-based Framework for Multivariate Time Series Representation Learning	Oct 6, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Adversarial Examples in Deep Learning for Multivariate Time Series Regression	Sep 24, 2020	Adversarial AttackDeep Learning	CodeCode Available	1
Time Series Extrinsic Regression	Jun 23, 2020	regressionTime Series	CodeCode Available	1
Monash University, UEA, UCR Time Series Extrinsic Regression Archive	Jun 19, 2020	BenchmarkingMissing Values	CodeCode Available	1
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows	May 27, 2020	image-classificationImage Classification	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