{"product_id":"stochastic-learning-and-optimization-a-sensitivity-based-approach-9780387367873","title":"Stochastic Learning and Optimization: A Sensitivity-Based Approach","description":"\u003cp\u003e • Author(s): Xi-Ren Cao\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Discrete Mathematics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eStochastic learning and optimization is a multidisciplinary subject that has wide applications in modern engineering, social, and financial problems, including those in Internet and wireless communications, manufacturing, robotics, logistics, biomedical systems, and investment science. This book is unique in the following aspects.\u003c\/p\u003e \u003col\u003e \u003cli\u003e\n\u003cem\u003e(Four areas in one book) \u003c\/em\u003eThis book covers various disciplines in learning and optimization, including perturbation analysis (PA) of discrete-event dynamic systems, Markov decision processes (MDP)s), reinforcement learning (RL), and adaptive control, within a unified framework.\u003c\/li\u003e \u003cli\u003e\n\u003cem\u003e(A simple approach to MDPs) \u003c\/em\u003eThis book introduces MDP theory through a simple approach based on performance difference formulas. This approach leads to results for the \u003cem\u003en\u003c\/em\u003e-bias optimality with long-run average-cost criteria and Blackwell's optimality without discounting.\u003c\/li\u003e \u003cli\u003e\n\u003cem\u003e(Event-based optimization) \u003c\/em\u003eThis book introduces the recently developed event-based optimization approach, which opens up a research direction in overcoming or alleviating the difficulties due to the curse of dimensionality issue by utilizing the system's special features. \u003c\/li\u003e \u003cli\u003e\n\u003cem\u003e(Sample-path construction) \u003c\/em\u003eThis book emphasizes physical interpretations based on the sample-path construction.\u003c\/li\u003e\n\u003c\/ol\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45274961870999,"sku":"9780387367873","price":14553.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780387367873.webp?v=1769281463","url":"https:\/\/atlanticbooks.com\/products\/stochastic-learning-and-optimization-a-sensitivity-based-approach-9780387367873","provider":"Atlantic Books","version":"1.0","type":"link"}