Frugal Splitting Operators: Representation, Minimal Lifting and Convergence
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We consider frugal splitting operators for finite sum monotone inclusion problems, i.e., splitting operators that use exactly one direct or resolvent evaluation of each operator of the sum. A novel representation of these operators in terms of what we call a generalized primal-dual resolvent is presented. This representation reveals a number of new results regarding lifting numbers, existence of solution maps, and parallelizability of the forward/backward evaluations. We show that the minimal lifting is n-1-f where n is the number of monotone operators and f is the number of direct evaluations in the splitting. Furthermore, we show that this lifting number is only achievable as long as the first and last evaluation are resolvent evaluations. In the case of frugal resolvent splitting operators, these results recovers the results of Ryu and Malitsky–Tam. The representation also enables a unified convergence analysis and we present a generally applicable theorem for the convergence and Fejér monotonicity of fixed point iterations of frugal splitting operators with cocoercive direct evaluations. We conclude by constructing a new convergent and parallelizable frugal splitting operator with minimal lifting.
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