{"product_id":"9783031012556","title":"Synthesis Lectures on Materials and Optics: Basic Ideas and General Methods","description":"\u003ch1\u003eSynthesis Lectures on Materials and Optics: Basic Ideas and General Methods\u003c\/h1\u003e \u003ch2\u003ePilania, Ghanshyam; Balachandran, Prasanna V.; Gubernatis, James E.; Lookman, Turab\u003c\/h2\u003e \u003cp\u003eMachine learning methods are changing the way we design and discover new materials. This book provides an overview of approaches successfully used in addressing materials problems (alloys, ferroelectrics, dielectrics) with a focus on probabilistic methods, such as Gaussian processes, to accurately estimate density functions. The authors, who have extensive experience in this interdisciplinary field, discuss generalizations where more than one competing material property is involved or data with differing degrees of precision\/costs or fidelity\/expense needs to be considered.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2020-03-06\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031012556\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-02383-5\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x191cm\u003c\/p\u003e \u003cp\u003ePages: 172\u003c\/p\u003e ","brand":"Morgan \u0026 Claypool","offers":[{"title":"Default Title","offer_id":47541404598412,"sku":"9783031012556","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031012556.jpg?v=1776081411","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031012556","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}