Physical Sciences → Mathematics → Statistics and Probability
Statistical Methods and Inference
This cluster of papers focuses on regularization and variable selection methods, particularly in the context of high-dimensional data analysis. It covers topics such as Lasso, model selection, sparse models, covariance estimation, survival analysis, random forests, and Bayesian methods.
87.9K works worldwide1.9M citations
RegularizationVariable SelectionLassoModel SelectionHigh-Dimensional DataSparse ModelsCovariance EstimationSurvival AnalysisRandom ForestsBayesian Methods
Journals publishing in this area
Articles on Scinovex in this research area
30 articles, most cited first
- Sensitivity and Uncertainty Analysis for SWAT model calibration using SUFI-2: An Optimization AlgorithmInternational Journal of Agriculture and Food Science · 2025 · 1 citations · AI summary
- SA-MJLR: A sparse multivariate joint latent regression statistical framework for ultra-high dimensional prediction: Monte Carlo evaluation under (p, q)>n settingsInternational Journal of Statistics and Applied Mathematics · 2026 · 0 citations
- Survival beyond the hazard: Fine-gray methods for public health: A narrative reviewInternational Journal of Statistics and Applied Mathematics · 2026 · 0 citations
- Expectile regression with adaptive elastic net penaltyInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Resolving mixture model selection via entropy criteria with applications to Sulawesi marine biodiversity samplingInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Resolving Efron bootstrap confidence sets for smooth functionals with applications to po valley air pollution dispersionInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Bounding Mantel-Haenszel methods for stratified categorical data with applications to Hawaiian lava flow path predictionInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Resolving generalized estimating equations for correlated binary outcomes with applications to Kilimanjaro glacier retreat dataInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Characterizing Tarone-ware weighted tests for crossing hazard functions with applications to central Asian irrigation networksInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Analyzing profile likelihood methods for nuisance parameter elimination with applications to Mongolian steppe grassland biomassInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Bounding Rao score statistics for parameter testing in GLMS with applications to Japanese tsunami wave heightsInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Generalizing Gehan-Wilcoxon tests for right-censored survival data with applications to central African rainforest carbon fluxInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Estimating stein shrinkage estimators for high-dimensional means with applications to Madagascar biodiversity indicesInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Computing score tests for variance components in mixed models with applications to Brazilian cerrado fire spreadInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Determining ridge regression variants for collinear predictors with applications to Patagonian wind speed extremesInternational Journal of Statistics and Applied Mathematics · 2025 · 0 citations
- Bootstrapping the coefficients of a polynomial regression with ARFIMA errorsInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Exploring change-point detection in time series data with applications to Loire valley vineyard phenologyInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Characterizing bootstrap resampling methods for confidence intervals with applications to Colombian coffee yield forecastingInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Establishing empirical likelihood inference for survey data with applications to Orinoco Basin deforestation ratesInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Computing maximum likelihood methods for censored data with applications to Sahel desertification metricsInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Estimating penalized regression for high-dimensional data with applications to Malay Peninsula rainfall intensityInternational Journal of Statistics and Applied Mathematics · 2024 · 0 citations
- Location and scale testing in a mixed designInternational Journal of Statistics and Applied Mathematics · 2023 · 0 citations
- Asymptotic variance and MSE for P[Y>X] in sampling from two one-truncation parameter familiesInternational Journal of Statistics and Applied Mathematics · 2021 · 0 citations · AI summary
- Analysis of generalized linear models for functional dataInternational Journal of Statistics and Applied Mathematics · 2021 · 0 citations
- Frailty mixture model with application in insurance industryInternational Journal of Statistics and Applied Mathematics · 2019 · 0 citations
- Some non-parametric survival models for epidemiological studiesInternational Journal of Statistics and Applied Mathematics · 2018 · 0 citations · AI summary
- Backward model building for nonparametric discrimination and classification of fatty liver casesInternational Journal of Statistics and Applied Mathematics · 2018 · 0 citations · AI summary
- On multivariate Bayesian frailty modelsInternational Journal of Statistics and Applied Mathematics · 2018 · 0 citations · AI summary
- Variable selection for identification of fatty liver cases: Nonparametric discriminant analysisInternational Journal of Statistics and Applied Mathematics · 2018 · 0 citations · AI summary
- Lower and upper bound for parametric ‘Useful’ R-norm information measureInternational Journal of Statistics and Applied Mathematics · 2016 · 0 citations
