{"product_id":"learning-for-decision-and-control-in-stochastic-networks-von-longbo-huang","title":"Learning for Decision and Control in Stochastic Networks","description":"This book introduces the Learning-Augmented Network Optimization (LANO) paradigm, which interconnects network optimization with the emerging AI theory and algorithms and has been receiving a growing attention in network research. The authors present the topic based on a general stochastic network optimization model, and review several important theoretical tools that are widely adopted in network research, including convex optimization, the drift method, and mean-field analysis. The book then covers several popular learning-based methods, i.e., learning-augmented drift, multi-armed bandit and reinforcement learning, along with applications in networks where the techniques have been successfully applied. The authors also provide a discussion on potential future directions and challenges.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031315961\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031315992\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9783031315961","offer_id":46822209028421,"sku":"9783031315961","price":58.84,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9783031315992","offer_id":49634149859653,"sku":"9783031315992","price":58.84,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/9bea315e-7f02-45f9-939a-53fc49f538a4.jpg?v=1775622243","url":"https:\/\/shop.autorenwelt.de\/products\/learning-for-decision-and-control-in-stochastic-networks-von-longbo-huang","provider":"Autorenwelt Shop","version":"1.0","type":"link"}