{"product_id":"9780470384428","title":"Multivariate Nonparametric Regression and Visualization With R and Applications to Finance","description":"\u003ch3\u003eWiley Series in Computational Statistics\u003c\/h3\u003e\u003ch1\u003eMultivariate Nonparametric Regression and Visualization\u003c\/h1\u003e\u003ch2\u003eWith R and Applications to Finance\u003c\/h2\u003e\u003ch3\u003eJussi Sakari Klemelä\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eMathematics \/ Probability \u0026amp; Statistics \/ General\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cb\u003eA modern approach to statistical learning and \u003c\/b\u003e\u003cb\u003eits applications through visualization methods\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eWith a unique and innovative presentation, \u003ci\u003eMultivariate Nonparametric Regression and Visualization\u003c\/i\u003e provides readers with the core statistical concepts to obtain complete and accurate predictions when given a set of data. Focusing on nonparametric methods to adapt to the multiple types of data generating mechanisms, the book begins with an overview of classification and regression.\u003c\/p\u003e \u003cp\u003eThe book then introduces and examines various tested and proven visualization techniques for learning samples and functions. \u003ci\u003eMultivariate Nonparametric Regression and Visualization\u003c\/i\u003e identifies risk management, portfolio selection, and option pricing as the main areas in which statistical methods may be implemented in quantitative finance. The book provides coverage of key statistical areas including linear methods, kernel methods, additive models and trees, boosting, support vector machines, and nearest neighbor methods. Exploring the additional applications of nonparametric and semiparametric methods, \u003ci\u003eMultivariate\u003c\/i\u003e \u003ci\u003eNonparametric Regression and Visualization\u003c\/i\u003e features:\u003c\/p\u003e \u003cul\u003e \u003cli\u003eAn extensive appendix with R-package training material to encourage duplication and modification of the presented computations and research\u003c\/li\u003e \u003cli\u003eMultiple examples to demonstrate the applications in the field of finance\u003c\/li\u003e \u003cli\u003eSections with formal definitions of the various applied methods for readers to utilize throughout the book\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003ci\u003eMultivariate Nonparametric Regression and Visualization\u003c\/i\u003e is an ideal textbook for upper-undergraduate and graduate-level courses on nonparametric function estimation, advanced topics in statistics, and quantitative finance. The book is also an excellent reference for practitioners who apply statistical methods in quantitative finance.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e  \u003cp\u003e\u003cb\u003eJUSSI KLEMELÄ, PhD,\u003c\/b\u003e is Senior Research Fellow in the Department of Mathematical Sciences at the University of Oulu. He has written numerous journal articles on his research interests, which include density estimation and the implementation of cutting edge visualization tools. Dr. Klemelä is the author of \u003ci\u003eSmoothing of Multivariate Data: Density Estimation and Visualization\u003c\/i\u003e, also published by Wiley.\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e27 May 2014\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eWiley\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eWiley-Interscience\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9780470384428\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eHardback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e396\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWeight (oz): \u003c\/td\u003e\n\u003ctd\u003e28.0\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":44310849749132,"sku":"9780470384428","price":127.76,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9780470384428.jpg?v=1780174958","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9780470384428","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}