Item talk:Q166748

{

 "id": "https://openalex.org/T10136",
 "display_name": "Regularization and Variable Selection Methods",
 "description": "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.",
 "keywords": [
   "Regularization",
   "Variable Selection",
   "Lasso",
   "Model Selection",
   "High-Dimensional Data",
   "Sparse Models",
   "Covariance Estimation",
   "Survival Analysis",
   "Random Forests",
   "Bayesian Methods"
 ],
 "ids": {
   "openalex": "https://openalex.org/T10136",
   "wikipedia": "https://en.wikipedia.org/wiki/Regularization_(mathematics)"
 },
 "subfield": {
   "id": "https://openalex.org/subfields/2613",
   "display_name": "Statistics and Probability"
 },
 "field": {
   "id": "https://openalex.org/fields/26",
   "display_name": "Mathematics"
 },
 "domain": {
   "id": "https://openalex.org/domains/3",
   "display_name": "Physical Sciences"
 },
 "siblings": [
   {
     "id": "https://openalex.org/T12056",
     "display_name": "Bayesian Monte Carlo Methods in Scientific Inference"
   },
   {
     "id": "https://openalex.org/T13680",
     "display_name": "Complex Probability Paradigm"
   },
   {
     "id": "https://openalex.org/T11871",
     "display_name": "Detection and Handling of Multicollinearity in Regression Analysis"
   },
   {
     "id": "https://openalex.org/T11345",
     "display_name": "Development of Numerical Cognition and Mathematics Abilities"
   },
   {
     "id": "https://openalex.org/T13546",
     "display_name": "Estimation of Population Size Using Capture-Recapture Models"
   },
   {
     "id": "https://openalex.org/T12135",
     "display_name": "Fuzzy Differential Equations and Uncertainty Modeling"
   },
   {
     "id": "https://openalex.org/T13797",
     "display_name": "Introduction to Probability and Statistics"
   },
   {
     "id": "https://openalex.org/T10845",
     "display_name": "Methods for Causal Inference in Observational Studies"
   },
   {
     "id": "https://openalex.org/T10243",
     "display_name": "Methods for Handling Missing Data in Statistical Analysis"
   },
   {
     "id": "https://openalex.org/T14374",
     "display_name": "Methods for Sample Size Calculation in Research"
   },
   {
     "id": "https://openalex.org/T13141",
     "display_name": "Multivariate Analysis in Statistical Research"
   },
   {
     "id": "https://openalex.org/T13500",
     "display_name": "Probability Theory and Statistical Modeling"
   },
   {
     "id": "https://openalex.org/T11716",
     "display_name": "Random Matrix Theory and Its Applications"
   },
   {
     "id": "https://openalex.org/T10968",
     "display_name": "Skew Distributions and Applications in Statistics"
   },
   {
     "id": "https://openalex.org/T13720",
     "display_name": "Statistical Analysis of Benford's Law Phenomenon"
   },
   {
     "id": "https://openalex.org/T12062",
     "display_name": "Statistical Convergence in Approximation Theory and Functional Analysis"
   },
   {
     "id": "https://openalex.org/T11875",
     "display_name": "Statistical Literacy and Reasoning in Education"
   },
   {
     "id": "https://openalex.org/T13030",
     "display_name": "Statistical Methods for Sensitive Survey Questions"
   },
   {
     "id": "https://openalex.org/T11235",
     "display_name": "Statistical Methods in Clinical Trials and Drug Development"
   }
 ],
 "works_count": 65482,
 "cited_by_count": 1710362,
 "updated_date": "2024-08-26T05:19:06.093092",
 "created_date": "2024-01-23"

}