Extends the primal-dual method to the setting of online algorithms, and shows its applicability to a wide variety of fundamental problems. Among the online problems considered are the weighted caching problem, generalized caching, the set-cover problem, graph optimization problems, routing, load balancing, and the problem of allocating ad-auctions.
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