{"product_id":"9789811698392","title":"Alternating Direction Method of Multipliers for Machine Learning","description":"\u003ch1\u003eAlternating Direction Method of Multipliers for Machine Learning\u003c\/h1\u003e \u003ch2\u003eLin, Zhouchen; Li, Huan; Fang, Cong\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eMachine learning heavily relies on optimization algorithms to solve its learning models. Constrained problems constitute a major type of optimization problem, and the alternating direction method of multipliers (ADMM) is a commonly used algorithm to solve constrained problems, especially linearly constrained ones. Written by experts in machine learning and optimization, this is the first book providing a state-of-the-art review on ADMM under various scenarios, including deterministic and convex optimization, nonconvex optimization, stochastic optimization, and distributed optimization. Offering a rich blend of ideas, theories and proofs, the book is up-to-date and self-contained. It is an excellent reference book for users who are seeking a relatively universal algorithm for constrained problems. Graduate students or researchers can read it to grasp the frontiers of ADMM in machine learning in a short period of time.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-06-16\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811698392\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-16-9840-8\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 263.0\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44477730357388,"sku":"9789811698392","price":143.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811698392.jpg?v=1757554652","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789811698392","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}