{"product_id":"alternating-direction-method-of-multipliers-for-machine-learning-von-zhouchen-lin-huan-li-und-cong-fang","title":"Alternating Direction Method of Multipliers for Machine Learning","description":"\n                \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\n                \u003cp\u003e\u003c\/p\u003e\n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811698392\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811698422\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789811698392","offer_id":40230161350749,"sku":"9789811698392","price":149.79,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789811698422","offer_id":46819222716741,"sku":"9789811698422","price":149.79,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8e8af575-8a60-420d-872d-e8456d24a08f.jpg?v=1757143563","url":"https:\/\/shop.autorenwelt.de\/products\/alternating-direction-method-of-multipliers-for-machine-learning-von-zhouchen-lin-huan-li-und-cong-fang","provider":"Autorenwelt Shop","version":"1.0","type":"link"}