{"product_id":"9783319327730","title":"Lecture Notes in Mathematics: École d'Été de Probabilités de Saint-Flour XLV – 2015","description":"\u003ch1\u003eLecture Notes in Mathematics: École d'Été de Probabilités de Saint-Flour XLV – 2015\u003c\/h1\u003e \u003ch2\u003evan de Geer, Sara\u003c\/h2\u003e \u003cp\u003eTaking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers. It also provides a semi-parametric approach to establishing confidence intervals and tests. Sparsity-inducing methods have proven to be very useful in the analysis of high-dimensional data. Examples include the Lasso and group Lasso methods, and the least squares method with other norm-penalties, such as the nuclear norm. The illustrations provided include generalized linear models, density estimation, matrix completion and sparse principal components. Each chapter ends with a problem section. The book can be used as a textbook for a graduate or PhD course.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2016-06-29\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783319327730\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-32774-7\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 274\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45369831096460,"sku":"9783319327730","price":53.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783319327730.jpg?v=1775675576","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783319327730","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}