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 51–75 of 82 papers

Title	Date	Tasks	Status	Hype
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
Multimodal Meta-Learning for Time Series Regression	Aug 5, 2021	Meta-Learningregression	—Unverified	0
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge	Jul 28, 2021	AutoMLFeature Engineering	CodeCode Available	0
Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data	Jul 1, 2021	Benchmarkingregression	—Unverified	0
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	0
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection	Jun 10, 2021	Fire DetectionMultivariate Time Series Forecasting	CodeCode Available	1
Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling	Jun 6, 2021	EconometricsTime Series	CodeCode Available	0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data	Apr 8, 2021	Deep LearningICU Mortality	—Unverified	0
Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Jan 28, 2021	Time SeriesTime Series Analysis	CodeCode Available	1
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
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

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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