A sensitivity based view of learning and optimization in summary the fundamental limitations of learning and optimization sketch out the directions of developing efficient and widely applicable learning and optimization approaches with as little information about the system structure as possible. Stochastic 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. Stochastic learning and optimization a sensitivity based approach international series on discrete event dynamic systems xi ren cao on amazoncom free shipping on qualifying offers performance optimization is vital in the design and operation of modern engineering systems including communications. Xi ren cao stochastic learning and optimization a sensitivity based approach with 119 figures 27 tables and 212 problems springer t o the memory of my parents cao y un jiu and guo w en ying vi. Stochastic learning and optimization a sensitivity based approach xi ren cao department of electrical and electronic engineering the hong kong this sensitivity based view new approaches such as the event based optimization can be developed a plenary talk at the 17th world congress of international
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