SOTAVerified

Time Series Regression

Predicting one or more scalars for an entire time series example.

Papers

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Showing 1–50 of 82 papers

TitleStatusHype
Quantized symbolic time series approximationCode2
Adjusting for Autocorrelated Errors in Neural Networks for Time SeriesCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy OptimizationCode1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire DetectionCode1
Monash University, UEA, UCR Time Series Extrinsic Regression ArchiveCode1
Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse EffectsCode1
Adversarial Examples in Deep Learning for Multivariate Time Series RegressionCode1
Knowledge Informed Machine Learning using a Weibull-based Loss FunctionCode1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
High-Dimensional Granger Causality Tests with an Application to VIX and NewsCode1
Enhancing Financial Market Predictions: Causality-Driven Feature SelectionCode1
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic DataCode1
Comparing Well and Geophysical Data for Temperature Monitoring Within a Bayesian Experimental Design FrameworkCode1
Time Series Extrinsic RegressionCode1
A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression—0
Adaptive deep learning for nonlinear time series models—0
Analysis of Potential Biases and Validity of Studies Using Multiverse Approaches to Assess the Impacts of Government Responses to Epidemics—0
A Non-linear Function-on-Function Model for Regression with Time Series Data—0
A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting—0
Asymptotic equivalence of Principal Components and Quasi Maximum Likelihood estimators in Large Approximate Factor Models—0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data—0
Change-Point Detection in Time Series Using Mixed Integer Programming—0
Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression—0
Comprehensive Time-Series Regression Models Using GRETL -- U.S. GDP and Government Consumption Expenditures & Gross Investment from 1980 to 2013—0
Conformal Prediction with Temporal Quantile Adjustments—0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift—0
Did ChatGPT or Copilot use alter the style of internet news headlines? A time series regression analysis—0
Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data—0
Modelling neuronal behaviour with time series regression: Recurrent Neural Networks on synthetic C. elegans data—0
Modern strategies for time series regression—0
Multimodal Meta-Learning for Time Series Regression—0
On Estimation and Inference of Large Approximate Dynamic Factor Models via the Principal Component Analysis—0
On Robust Inference in Time Series Regression—0
On the Initialization of Long Short-Term Memory Networks—0
On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense—0
Panel Data Nowcasting: The Case of Price-Earnings Ratios—0
Partial Sum Processes of Residual-Based and Wald-type Break-Point Statistics in Time Series Regression Models—0
Prediction of Sea Surface Temperature using Long Short-Term Memory—0
Preventing Non-intrusive Load Monitoring Privacy Invasion: A Precise Adversarial Attack Scheme for Networked Smart Meters—0
Quantile Time Series Regression Models Revisited—0
Recurrent Memory for Online Interdomain Gaussian Processes—0
Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression under Indirect Supervision—0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality—0
Robust Inference on Infinite and Growing Dimensional Time Series Regression—0
Temporal Topic Modeling to Assess Associations between News Trends and Infectious Disease Outbreaks—0
Universal Adversarial Attack on Deep Learning Based Prognostics—0
Where does the Stimulus go? Deep Generative Model for Commercial Banking Deposits—0
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods—0
Fast Inference for Quantile Regression with Tens of Millions of Observations—0
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All datasetsUSNA-Cn2 (long-term)USNA-Cn2 (short-duration)FinSenMLO-Cn2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GBRTRMSE1.34—Unverified
2Macro MeteorologicalRMSE1.22—Unverified
3PersistenceRMSE1.21—Unverified
4Air-Water Temperature DifferenceRMSE1.05—Unverified
5Offshore Macro MeteorologicalRMSE0.68—Unverified
6ClimatologyRMSE0.63—Unverified
7Minute ClimatologyRMSE0.63—Unverified
8RNNRMSE0.53—Unverified
9Hybrid Air-Water Temperature DifferenceRMSE0.46—Unverified
#ModelMetricClaimedVerifiedStatus
1Air-Water Temperature DifferenceRMSE0.91—Unverified
2Macro MeteorologicalRMSE0.86—Unverified
3ClimatologyRMSE0.48—Unverified
4RNNRMSE0.38—Unverified
5Linear ForecastRMSE0.36—Unverified
6Hybrid Air-Water Temperature DifferenceRMSE0.3—Unverified
7GBRTRMSE0.3—Unverified
8Offshore Macro MeteorologicalRMSE0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMMean MSE0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1ClimatologyRMSE0.66—Unverified