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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
High-Dimensional Granger Causality Tests with an Application to VIX and NewsCode1
Enhancing Financial Market Predictions: Causality-Driven Feature SelectionCode1
Recurrent Trend Predictive Neural Network for Multi-Sensor Fire DetectionCode1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse EffectsCode1
Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic DataCode1
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy OptimizationCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Adjusting for Autocorrelated Errors in Neural Networks for Time SeriesCode1
Adversarial Examples in Deep Learning for Multivariate Time Series RegressionCode1
Monash University, UEA, UCR Time Series Extrinsic Regression ArchiveCode1
Time Series Extrinsic RegressionCode1
Comparing Well and Geophysical Data for Temperature Monitoring Within a Bayesian Experimental Design FrameworkCode1
Knowledge Informed Machine Learning using a Weibull-based Loss FunctionCode1
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
A Multi-Horizon Quantile Recurrent ForecasterCode0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries ChallengeCode0
Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPsCode0
Conformal Prediction Intervals with Temporal DependenceCode0
Deciphering public attention to geoengineering and climate issues using machine learning and dynamic analysisCode0
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing FlowsCode0
Effective Benchmarks for Optical Turbulence ModelingCode0
Ensemble of heterogeneous flexible neural trees using multiobjective genetic programmingCode0
Evolving-Graph Gaussian ProcessesCode0
Factor-augmented tree ensemblesCode0
Fast and Robust Online Inference with Stochastic Gradient Descent via Random ScalingCode0
Homological Neural Networks: A Sparse Architecture for Multivariate ComplexityCode0
Learning High-Frequency Functions Made Easy with Sinusoidal Positional EncodingCode0
Multiobjective Programming for Type-2 Hierarchical Fuzzy Inference TreesCode0
On the Soundness of XAI in Prognostics and Health Management (PHM)Code0
Reinforced Knowledge Distillation for Time Series RegressionCode0
Robustness Verification of Deep Neural Networks using Star-Based Reachability Analysis with Variable-Length Time Series InputCode0
TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting ModelsCode0
Forward variable selection enables fast and accurate dynamic system identification with Karhunen-Loève decomposed Gaussian processes—0
FIC-TSC: Learning Time Series Classification with Fisher Information Constraint—0
High Dimensional Time Series Regression Models: Applications to Statistical Learning Methods—0
State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality—0
Change-Point Detection in Time Series Using Mixed Integer Programming—0
Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models—0
Robust Inference on Infinite and Growing Dimensional Time Series Regression—0
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation—0
Learning temporal evolution of probability distribution with Recurrent Neural Network—0
Leveraging Sample Entropy for Enhanced Volatility Measurement and Prediction in International Oil Price Returns—0
Limit Theory under Network Dependence and Nonstationarity—0
LLM-ABBA: Understanding time series via symbolic approximation—0
Marginalised Spectral Mixture Kernels with Nested Sampling—0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information—0
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand—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