{"product_id":"9783031315992","title":"Synthesis Lectures on Learning, Networks, and Algorithms","description":"\u003ch1\u003eSynthesis Lectures on Learning, Networks, and Algorithms\u003c\/h1\u003e \u003ch2\u003eHuang, Longbo\u003c\/h2\u003e \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 \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2024-06-21\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031315992\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-31597-8\u003c\/p\u003e \u003cp\u003eDimensions: 240cm x168cm\u003c\/p\u003e \u003cp\u003ePages: 71\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44523036082316,"sku":"9783031315992","price":53.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031315992.jpg?v=1776056370","url":"https:\/\/lateknightbooks.com\/products\/9783031315992","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}