Complexity and Approximability of Social Welfare Optimization in Multiagent Resource Allocation
نویسندگان
چکیده
A central task in multiagent resource allocation, which provides mechanisms to allocate (bundles of) resources to agents, is to maximize social welfare. We assume resources to be indivisible and nonshareable and agents to express their utilities over bundles of resources, where utilities can be represented in the bundle form, the k-additive form, and as straight-line programs. We study the computational complexity of social welfare optimization in multiagent resource allocation, where we consider utilitarian and egalitarian social welfare and social welfare by the Nash product. We prove that exact social welfare optimization by the Nash product is DP-complete for the bundle and the 3-additive form, where DP is the second level of the boolean hierarchy over NP. For utility functions represented as straight-line programs, we show NP-completeness for egalitarian social welfare optimization and social welfare optimization by the Nash product. Finally, we show that social welfare optimization by the Nash product in the 1-additive form is hard to approximate, yet we also give fully polynomial-time approximation schemes for egalitarian and Nash product social welfare optimization in the 1-additive form with a fixed number of agents.
منابع مشابه
Approximability and Inapproximability of Social Welfare Optimization in Multiagent Resource Allocation
Resource allocation is a fundamental problem in the field of multiagent systems, where a set of resources need to be allocated to a group of agents in a way so as to optimizing social welfare. In the last few years this problem has received much attention, especially due to its wide applicability domain (see the survey of Chevaleyre et al. [CDE+06]). This thesis studies the approximability and ...
متن کاملComplexity of social welfare optimization in multiagent resource allocation
: & H & / 2 / = $ : ; ; ; H ; / 2 ; ; / k / $ " / ; ;& & $ I+J / K 2 2 / = LM / ; ; ' / ; H H 2 / = NM / ; ; + / 2 NM / ; & LM$ , 2 2 / = 2 L LM / ; ; ' / $ . & 2 ; / & / 2 / = / H ; &$
متن کاملExact Optimization of Social Welfare by the Nash Product is DP-Complete
An important task in multiagent resource allocation, which provides mechanisms to allocate bundles of (indivisible and nonshareable) resources to agents, is to maximize social welfare. We study the computational complexity of exact social welfare optimization by the Nash product, which can be seen as a sensible compromise between the well-known notions of utilitarian and egalitarian social welf...
متن کاملResource Allocation and Multiagent Policy Formulation for Resource-Limited Agents Under Uncertainty
The problem of optimal policy formulation for teams of resourcelimited agents in stochastic environments is composed of two strongly coupled subproblems: a resource allocation problem and a policy optimization problem, both of which have individually received significant amount of attention. We show how to combine the two problems into a single constrained optimization problem that yields optim...
متن کاملOptimal Resource Allocation and Policy Formulation in Loosely-Coupled Markov Decision Processes
The problem of optimal policy formulation for teams of resource-limited agents in stochastic environments is composed of two strongly-coupled subproblems: a resource allocation problem and a policy optimization problem. We show how to combine the two problems into a single constrained optimization problem that yields optimal resource allocations and policies that are optimal under these allocat...
متن کامل