{"product_id":"estimation-and-testing-under-sparsity-von-sara-van-de-geer","title":"Estimation and Testing Under Sparsity","description":"Taking 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.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319327730\"\u003e\u003ch3\u003eÉcole d'Été de Probabilités de Saint-Flour XLV – 2015\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783319327730","offer_id":40332521308253,"sku":"9783319327730","price":58.84,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8ef885d8-9c75-4025-9bce-3978ff0d70a5.jpg?v=1772171135","url":"https:\/\/shop.autorenwelt.de\/en\/products\/estimation-and-testing-under-sparsity-von-sara-van-de-geer","provider":"Autorenwelt Shop","version":"1.0","type":"link"}