{
"OpenAlex": { "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" }, "updated_date": "2024-08-12T06:01:55.346612", "created_date": "2024-01-23", "type": "topic", "oa_id": "T10136", "id": "https://openalex.org/T10136" }
}