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Time Series Regression

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 82 papers

TitleStatusHype
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
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
Factor-augmented tree ensemblesCode0
Modelling neuronal behaviour with time series regression: Recurrent Neural Networks on synthetic C. elegans data—0
Universal Adversarial Attack on Deep Learning Based Prognostics—0
Multimodal Meta-Learning for Time Series Regression—0
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries ChallengeCode0
Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data—0
Evolving-Graph Gaussian ProcessesCode0
Fast and Robust Online Inference with Stochastic Gradient Descent via Random ScalingCode0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data—0
Where does the Stimulus go? Deep Generative Model for Commercial Banking Deposits—0
A Non-linear Function-on-Function Model for Regression with Time Series Data—0
Marginalised Spectral Mixture Kernels with Nested Sampling—0
Modern strategies for time series regression—0
A Case-Study on the Impact of Dynamic Time Warping in Time Series Regression—0
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing FlowsCode0
On the Initialization of Long Short-Term Memory Networks—0
Robust Inference on Infinite and Growing Dimensional Time Series Regression—0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality—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