| 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 |
| Fréchet regression with implicit denoising and multicollinearity reduction | Dec 24, 2024 | Denoisingfeature selection | —Unverified | 0 |
| PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects | Dec 24, 2024 | regressionVariable 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 |
| Credit Ratings: Heterogeneous Effect on Capital Structure | Jun 27, 2024 | Causal InferenceVariable Selection | —Unverified | 0 |
| Sparse deep neural networks for nonparametric estimation in high-dimensional sparse regression | Jun 26, 2024 | parameter estimationregression | —Unverified | 0 |
| VICatMix: variational Bayesian clustering and variable selection for discrete biomedical data | Jun 23, 2024 | ClusteringVariable Selection | CodeCode Available | 0 |
| International Trade Flow Prediction with Bilateral Trade Provisions | Jun 23, 2024 | PredictionVariable Selection | —Unverified | 0 |
| Sparse-Group Boosting with Balanced Selection Frequencies: A Simulation-Based Approach and R Implementation | May 31, 2024 | Selection biasVariable Selection | CodeCode Available | 0 |
| Fast leave-one-cluster-out cross-validation using clustered Network Information Criterion (NICc) | May 30, 2024 | ClusteringModel Selection | —Unverified | 0 |
| Hybrid Reinforcement Learning Framework for Mixed-Variable Problems | May 30, 2024 | Bayesian Optimizationreinforcement-learning | —Unverified | 0 |
| Stability of a Generalized Debiased Lasso with Applications to Resampling-Based Variable Selection | May 5, 2024 | Variable Selection | —Unverified | 0 |
| Optimal Bias-Correction and Valid Inference in High-Dimensional Ridge Regression: A Closed-Form Solution | May 1, 2024 | EconometricsForm | —Unverified | 0 |
| Probabilistic forecasting of power system imbalance using neural network-based ensembles | Apr 23, 2024 | Variable Selection | —Unverified | 0 |
| CAVIAR: Categorical-Variable Embeddings for Accurate and Robust Inference | Apr 7, 2024 | Causal InferenceDimensionality Reduction | —Unverified | 0 |
| DeepLINK-T: deep learning inference for time series data using knockoffs and LSTM | Apr 5, 2024 | Deep Learningfeature selection | CodeCode Available | 0 |
| Predictive Analytics of Varieties of Potatoes | Apr 4, 2024 | Binary ClassificationDecision Making | CodeCode Available | 0 |
| Covariate-Elaborated Robust Partial Information Transfer with Conditional Spike-and-Slab Prior | Mar 30, 2024 | Transfer LearningVariable Selection | —Unverified | 0 |
| Statistical Mechanics of Dynamical System Identification | Mar 4, 2024 | Bayesian InferenceEquation Discovery | —Unverified | 0 |
| A network-constrain Weibull AFT model for biomarkers discovery | Feb 28, 2024 | Survival AnalysisVariable Selection | —Unverified | 0 |
| Penalized Generative Variable Selection | Feb 26, 2024 | Variable Selection | —Unverified | 0 |
| Beyond Lines and Circles: Unveiling the Geometric Reasoning Gap in Large Language Models | Feb 6, 2024 | Mathematical ReasoningVariable Selection | —Unverified | 0 |
| kNN Algorithm for Conditional Mean and Variance Estimation with Automated Uncertainty Quantification and Variable Selection | Feb 2, 2024 | Computational Efficiencyregression | —Unverified | 0 |
| Data-driven model selection within the matrix completion method for causal panel data models | Feb 2, 2024 | Matrix CompletionModel Selection | —Unverified | 0 |
| Variable selection for Naïve Bayes classification | Jan 31, 2024 | Classificationfeature selection | —Unverified | 0 |
| Asymptotic Behavior of Adversarial Training Estimator under _-Perturbation | Jan 27, 2024 | Variable Selection | —Unverified | 0 |
| High-dimensional forecasting with known knowns and known unknowns | Jan 26, 2024 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 0 |
| Information-Theoretic State Variable Selection for Reinforcement Learning | Jan 21, 2024 | Decision Makingfeature selection | CodeCode Available | 0 |
| False Discovery Rate Control for Gaussian Graphical Models via Neighborhood Screening | Jan 18, 2024 | Graph LearningVariable Selection | —Unverified | 0 |