SOTAVerified

Time Series Regression

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 82 papers

TitleStatusHype
Panel Data Nowcasting: The Case of Price-Earnings Ratios—0
Homological Neural Networks: A Sparse Architecture for Multivariate ComplexityCode0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand—0
On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense—0
Estimating Task Completion Times for Network Rollouts using Statistical Models within Partitioning-based Regression Methods—0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression—0
On Estimation and Inference of Large Approximate Dynamic Factor Models via the Principal Component Analysis—0
Comparing Well and Geophysical Data for Temperature Monitoring Within a Bayesian Experimental Design FrameworkCode1
Fast Inference for Quantile Regression with Tens of Millions of Observations—0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information—0
Adaptive deep learning for nonlinear time series models—0
Forward variable selection enables fast and accurate dynamic system identification with Karhunen-Loève decomposed Gaussian processes—0
Conformal Prediction Intervals with Temporal DependenceCode0
Conformal Prediction with Temporal Quantile Adjustments—0
Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPsCode0
On Robust Inference in Time Series Regression—0
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
Partial Sum Processes of Residual-Based and Wald-type Break-Point Statistics in Time Series Regression Models—0
DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift—0
Knowledge Informed Machine Learning using a Weibull-based Loss FunctionCode1
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic DataCode1
Factor-augmented tree ensemblesCode0
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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