| A Soft Sensor Method with Uncertainty-Awareness and Self-Explanation Based on Large Language Models Enhanced by Domain Knowledge Retrieval | Jan 6, 2025 | In-Context LearningSensor Modeling | —Unverified | 0 |
| A Graphical Approach to State Variable Selection in Off-policy Learning | Jan 1, 2025 | Causal InferenceDimensionality Reduction | —Unverified | 0 |
| PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects | Dec 24, 2024 | regressionVariable Selection | —Unverified | 0 |
| Fréchet regression with implicit denoising and multicollinearity reduction | Dec 24, 2024 | Denoisingfeature selection | —Unverified | 0 |
| Variable Selection for Comparing High-dimensional Time-Series Data | Dec 9, 2024 | Time SeriesVariable Selection | —Unverified | 0 |
| Proximal Iteration for Nonlinear Adaptive Lasso | Dec 7, 2024 | Variable Selection | CodeCode Available | 0 |
| Optimal Particle-based Approximation of Discrete Distributions (OPAD) | Nov 30, 2024 | Variable Selection | —Unverified | 0 |
| Iterative Reweighted Framework Based Algorithms for Sparse Linear Regression with Generalized Elastic Net Penalty | Nov 22, 2024 | Variable Selection | —Unverified | 0 |
| On the Selection Stability of Stability Selection and Its Applications | Nov 14, 2024 | Decision MakingVariable Selection | CodeCode Available | 0 |
| Variable Selection in Convex Piecewise Linear Regression | Nov 4, 2024 | regressionVariable Selection | —Unverified | 0 |
| Statistical Inference in Classification of High-dimensional Gaussian Mixture | Oct 25, 2024 | Variable Selection | —Unverified | 0 |
| Citywide Electric Vehicle Charging Demand Prediction Approach Considering Urban Region and Dynamic Influences | Oct 24, 2024 | Graph AttentionPrediction | —Unverified | 0 |
| Robust Variable Selection for High-dimensional Regression with Missing Data and Measurement Errors | Oct 22, 2024 | Variable Selection | —Unverified | 0 |
| Predictive Quantile Regression with High-Dimensional Predictors: The Variable Screening Approach | Oct 19, 2024 | quantile regressionregression | —Unverified | 0 |
| Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large p | Oct 17, 2024 | Benchmarkingregression | CodeCode Available | 0 |
| fastHDMI: Fast Mutual Information Estimation for High-Dimensional Data | Oct 14, 2024 | Computational EfficiencyMutual Information Estimation | —Unverified | 0 |
| Resource-Constrained Heuristic for Max-SAT | Oct 11, 2024 | Variable Selection | —Unverified | 0 |
| Generalized Sparse Additive Model with Unknown Link Function | Oct 8, 2024 | Additive modelsBilevel Optimization | —Unverified | 0 |
| The Informed Elastic Net for Fast Grouped Variable Selection and FDR Control in Genomics Research | Oct 7, 2024 | Variable Selection | —Unverified | 0 |
| Solving FDR-Controlled Sparse Regression Problems with Five Million Variables on a Laptop | Sep 27, 2024 | Variable Selection | —Unverified | 0 |
| Fractional Naive Bayes (FNB): non-convex optimization for a parsimonious weighted selective naive Bayes classifier | Sep 17, 2024 | Variable Selection | —Unverified | 0 |
| Comorbid anxiety predicts lower odds of depression improvement during smartphone-delivered psychotherapy | Sep 16, 2024 | Interpretable Machine LearningVariable Selection | CodeCode Available | 0 |
| Model-independent variable selection via the rule-based variable priority | Sep 13, 2024 | PredictionVariable Selection | —Unverified | 0 |
| Estimating Conditional Average Treatment Effects via Sufficient Representation Learning | Aug 30, 2024 | Causal InferenceDimensionality Reduction | —Unverified | 0 |
| Federated Automatic Latent Variable Selection in Multi-output Gaussian Processes | Jul 24, 2024 | Federated LearningGaussian Processes | —Unverified | 0 |