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株式会社極東書店トップ ＞ 商品一覧 ＞ Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches. 1st ed. 2022.

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Interpretability for Industry 4.0

Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches. 1st ed. 2022.

・ISBN 978-3-031-12401-3 paper EUR 49.99

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著者・編者Lepore, Antonio / Palumbo, Biagio / Poggi, Jean-Michel (eds.),
出版社(Springer International Publishing AG, SZ)
出版年月2022
ページ数123 pp.
言語ENG
ニュース番号＜M25-16591＞

解説

This 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.

Different 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.