{"product_id":"rank-based-methods-for-shrinkage-and-a-k-md-ehsanes-saleh-9781119625391","title":"Rank-Based Methods for Shrinkage and Selection: With Application to Machine Learning","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 \u003cli\u003eMethodology for robust data science using penalized rank estimators\u003c\/li\u003e \u003cli\u003eTheory and methods of penalized rank dispersion for ridge, LASSO and Enet\u003c\/li\u003e \u003cli\u003eTopics include Liu regression, high-dimension, and AR(p)\u003c\/li\u003e \u003cli\u003eNovel rank-based logistic regression and neural networks\u003c\/li\u003e \u003cli\u003eProblem sets include R code to demonstrate its use in machine learning\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e A. K. MD Ehsanes Saleh, Mohammad Arashi, Resve a. Saleh\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1119625394\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781119625391\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Wiley\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/12\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 480\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.78lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 1.06d","brand":"A. K. MD Ehsanes Saleh","offers":[{"title":"Hardcover","offer_id":44067118809343,"sku":"9781119625391","price":139.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_00f6fa37-a49e-4509-8d6d-a23b9cc6348d.jpg?v=1685411305","url":"https:\/\/www.whiterainbookhouse.com\/products\/rank-based-methods-for-shrinkage-and-a-k-md-ehsanes-saleh-9781119625391","provider":"WR Book House","version":"1.0","type":"link"}