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
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