{"product_id":"spatio-temporal-learning-and-monitoring-for-chunhui-zhao-9780443336751","title":"Spatio-Temporal Learning and Monitoring for Complex Dynamic Processes with Irregular Data","description":"\u003ci\u003eSpatio-Temporal Learning Using Irregular Data for Complex Dynamic Processes\u003c\/i\u003e introduces learning, modeling, and monitoring methods for highly complex dynamic processes with irregular data. Two classes of robust modeling methods are highlighted, including low-rank characteristic of matrices and heavy-tailed characteristic of distributions. In this class, the missing data, ambient noise, and outlier problems are solved using low-rank matrix complement for monitoring model development. Secondly, the Laplace distribution is explored, which is adopted to measure the process uncertainty to develop robust monitoring models. \u003cp\u003e\u003c\/p\u003eThe book not only discusses the complex models but also their real-world applications in industry.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Chunhui Zhao, Wanke Yu\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 044333675X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443336751\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/25\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 258\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Chunhui Zhao","offers":[{"title":"Paperback","offer_id":47202142814463,"sku":"9780443336751","price":200.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_c1640338-0df7-4e81-a0c7-6f92d6d034ce.jpg?v=1756819757","url":"https:\/\/www.whiterainbookhouse.com\/products\/spatio-temporal-learning-and-monitoring-for-chunhui-zhao-9780443336751","provider":"WR Book House","version":"1.0","type":"link"}