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We provide a variable metric stochastic approximation theory. In doing so, weprovide a convergence theory for a large class of online variable metricmethods including the recently introduced online versions of the BFGS algorithmand its limited-memory LBFGS variant. We also discuss the implications of ourresults for learning from expert advice.

Variable Metric Stochastic Approximation Theory