{"product_id":"rank-based-statistical-theory-and-methods-for-selection-and-shrinkage-estimation-9781119625391","title":"Rank-Based Statistical Theory and Methods for Selection and Shrinkage Estimation","description":"\u003cp\u003e • Author(s): A. K. MD Ehsanes Saleh\u003cbr\u003e • Publisher: Wiley\u003cbr\u003e • Publisher Imprint: Wiley\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003e\u003cb\u003eRank-Based Methods for Shrinkage and Selection\u003c\/b\u003e \u003c\/p\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: *Development of rank theory and application of shrinkage and selection *Methodology for robust data science using penalized rank estimators *Theory and methods of penalized rank dispersion for ridge, LASSO and Enet *Topics include Liu regression, high-dimension, and AR(p) *Novel rank-based logistic regression and neural networks *Problem sets include R code to demonstrate its use in machine learning\u003c\/p\u003e","brand":"Wiley","offers":[{"title":"Hardcover","offer_id":45201830674583,"sku":"9781119625391","price":8815.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781119625391.webp?v=1769208072","url":"https:\/\/atlanticbooks.com\/products\/rank-based-statistical-theory-and-methods-for-selection-and-shrinkage-estimation-9781119625391","provider":"Atlantic Books","version":"1.0","type":"link"}