{"product_id":"9783031124013","title":"Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches","description":"\u003ch1\u003eInterpretability for Industry 4.0 : Statistical and Machine Learning Approaches\u003c\/h1\u003e \u003ch2\u003eLepore, Antonio; Palumbo, Biagio; Poggi, Jean-Michel\u003c\/h2\u003e \u003cp\u003eThis volume provides readers with a compact, stimulating and multifaceted introduction to interpretability, a key issue for developing insightful statistical and machine learning approaches as well as for communicating modelling results in business and industry.\u003c\/p\u003e\u003cp\u003eDifferent views in the context of Industry 4.0 are offered in connection with the concepts of explainability of machine learning tools, generalizability of model outputs and sensitivity analysis. Moreover, the book explores the integration of Artificial Intelligence and robust analysis of variance for big data mining and monitoring in Additive Manufacturing, and sheds new light on interpretability via random forests and flexible generalized additive models together with related software resources and real-world examples.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-10-20\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031124013\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-12402-0\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 123\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44809945022604,"sku":"9783031124013","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031124013.jpg?v=1776084608","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031124013","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}