{"product_id":"learning-for-decision-and-control-in-stochastic-networks-9783031315978","title":"Learning for Decision and Control in Stochastic Networks","description":"\u003cp\u003eThis 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.\u003c\/p\u003e","brand":"Gardners","offers":[{"title":"Default Title","offer_id":52933837783319,"sku":null,"price":6747.52,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9783031315978.jpg?v=1781613177","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/learning-for-decision-and-control-in-stochastic-networks-9783031315978","provider":"Kitaboo One eStore","version":"1.0","type":"link"}