{"product_id":"rank-based-methods-for-shrinkage-and-selection","title":"Rank-Based Methods for Shrinkage and Selection","description":"\u003cb\u003eRank-Based Methods for Shrinkage and Selection\u003c\/b\u003e \u003cp\u003e\u003cb\u003eA practical and hands-on guide to the theory and methodology of statistical estimation based on rank\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003eRobust statistics is an important field in contemporary mathematics and applied statistical methods. \u003ci\u003eRank-Based Methods for Shrinkage and Selection: With Application to Machine Learning\u003c\/i\u003e describes techniques to produce higher quality data analysis in shrinkage and subset selection to obtain parsimonious models with outlier-free prediction. This book is intended for statisticians, economists, biostatisticians, data scientists and graduate students. \u003c\/p\u003e\u003cp\u003e\u003ci\u003eRank-Based Methods for Shrinkage and Selection\u003c\/i\u003e elaborates on rank-based theory and application in machine learning to robustify the least squares methodology. It also includes: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDevelopment of rank theory and application of shrinkage and selection\u003c\/li\u003e\n\u003cli\u003eMethodology for robust data science using penalized rank estimators\u003c\/li\u003e\n\u003cli\u003eTheory and methods of penalized rank dispersion for ridge, LASSO and Enet\u003c\/li\u003e\n\u003cli\u003eTopics include Liu regression, high-dimension, and AR(p)\u003c\/li\u003e\n\u003cli\u003eNovel rank-based logistic regression and neural networks\u003c\/li\u003e\n\u003cli\u003eProblem sets include R code to demonstrate its use in machine learning\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Product","offer_id":54218242425176,"sku":"9781119625391","price":120.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781119625391__676ef29035448.jpg?v=1741157650","url":"https:\/\/agendabookshop.com\/products\/rank-based-methods-for-shrinkage-and-selection","provider":"Agenda Bookshop","version":"1.0","type":"link"}