{"product_id":"high-dimensional-statistics-martin-j-wainwright-9781108498029","title":"High-Dimensional Statistics","description":"Recent years have witnessed an explosion in the volume and variety of data collected in all scientific disciplines and industrial settings. Such massive data sets present a number of challenges to researchers in statistics and machine learning. This book provides a self-contained introduction to the area of high-dimensional statistics, aimed at the first-year graduate level. It includes chapters that are focused on core methodology and theory - including tail bounds, concentration inequalities, uniform laws and empirical process, and random matrices - as well as chapters devoted to in-depth exploration of particular model classes - including sparse linear models, matrix models with rank constraints, graphical models, and various types of non-parametric models. With hundreds of worked examples and exercises, this text is intended both for courses and for self-study by graduate students and researchers in statistics, machine learning, and related fields who must understand, apply, and adapt modern statistical methods suited to large-scale data.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Martin J. Wainwright\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1108498027\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781108498029\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/21\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 568\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 3.00lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.10h x 7.30w x 1.70d","brand":"Martin J. Wainwright","offers":[{"title":"Hardcover","offer_id":44044563382527,"sku":"9781108498029","price":88.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_640111da-44ef-4a4f-9235-6f14da8dca2a.jpg?v=1684973568","url":"https:\/\/www.whiterainbookhouse.com\/products\/high-dimensional-statistics-martin-j-wainwright-9781108498029","provider":"WR Book House","version":"1.0","type":"link"}