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 1–25 of 82 papers

Title	Date	Tasks	Status	Hype	Score
Quantized symbolic time series approximation	Nov 20, 2024	Anomaly DetectionAstronomy	CodeCode Available	2	5
Adversarial Examples in Deep Learning for Multivariate Time Series Regression	Sep 24, 2020	Adversarial AttackDeep Learning	CodeCode Available	1	5
Comparing Well and Geophysical Data for Temperature Monitoring Within a Bayesian Experimental Design Framework	Oct 19, 2022	Experimental DesignTime Series Regression	CodeCode Available	1	5
Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Jan 28, 2021	Time SeriesTime Series Analysis	CodeCode Available	1	5
A Transformer-based Framework for Multivariate Time Series Representation Learning	Oct 6, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1	5
Enhancing Financial Market Predictions: Causality-Driven Feature Selection	Aug 2, 2024	ClassificationTime Series Regression	CodeCode Available	1	5
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities	Feb 8, 2022	Domain AdaptationGraph Mining	CodeCode Available	1	5
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data	Jan 3, 2022	Graph Neural Networkregression	CodeCode Available	1	5
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection	Jun 10, 2021	Fire DetectionMultivariate Time Series Forecasting	CodeCode Available	1	5
Monash University, UEA, UCR Time Series Extrinsic Regression Archive	Jun 19, 2020	BenchmarkingMissing Values	CodeCode Available	1	5
Time Series Extrinsic Regression	Jun 23, 2020	regressionTime Series	CodeCode Available	1	5
High-Dimensional Granger Causality Tests with an Application to VIX and News	Dec 13, 2019	regressionTime Series	CodeCode Available	1	5
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization	Nov 6, 2023	ManagementPosition	CodeCode Available	1	5
Knowledge Informed Machine Learning using a Weibull-based Loss Function	Jan 4, 2022	BIG-bench Machine LearningManagement	CodeCode Available	1	5
Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects	Oct 1, 2018	regressionTime Series	CodeCode Available	1	5
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	5
Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding	Jul 12, 2024	regressiontext-to-speech	CodeCode Available	0	5
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge	Jul 28, 2021	AutoMLFeature Engineering	CodeCode Available	0	5
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows	May 27, 2020	image-classificationImage Classification	CodeCode Available	0	5
Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling	Jun 6, 2021	EconometricsTime Series	CodeCode Available	0	5
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity	Jun 27, 2023	Deep LearningTime Series	CodeCode Available	0	5
Deciphering public attention to geoengineering and climate issues using machine learning and dynamic analysis	May 11, 2024	ArticlesSentiment Analysis	CodeCode Available	0	5
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities	Nov 18, 2022	Computational EfficiencyHumanitarian	CodeCode Available	0	5
A Multi-Horizon Quantile Recurrent Forecaster	Nov 29, 2017	quantile regressionregression	CodeCode Available	0	5
Evolving-Graph Gaussian Processes	Jun 29, 2021	Gaussian Processesregression	CodeCode Available	0	5

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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