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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
On the Initialization of Long Short-Term Memory Networks	Dec 22, 2019	Missing Valuesregression	—Unverified	0
High-Dimensional Granger Causality Tests with an Application to VIX and News	Dec 13, 2019	regressionTime Series	CodeCode Available	1
Robust Inference on Infinite and Growing Dimensional Time Series Regression	Nov 20, 2019	regressionTime Series	—Unverified	0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality	Sep 3, 2019	ClusteringTime Series	—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
Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects	Oct 1, 2018	regressionTime Series	CodeCode Available	1
Learning temporal evolution of probability distribution with Recurrent Neural Network	Jan 1, 2018	General Classificationregression	—Unverified	0
A Multi-Horizon Quantile Recurrent Forecaster	Nov 29, 2017	quantile regressionregression	CodeCode Available	0
Prediction of Sea Surface Temperature using Long Short-Term Memory	May 19, 2017	PredictionTime Series	—Unverified	0
Ensemble of heterogeneous flexible neural trees using multiobjective genetic programming	May 16, 2017	ClassificationDiversity	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