Dichotomies in equilibrium computation, and complementary pivot algorithms for a new class of non-separable utility functions

J. Garg, R. Mehta, V. Vazirani
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引用次数: 18

Abstract

After more than a decade of work in TCS on the computability of market equilibria, complementary pivot algorithms have emerged as the best hope of obtaining practical algorithms. So far they have been used for markets under separable, piecewise-linear concave (SPLC) utility functions [23] and SPLC production sets [25]. Can his approach extend to non-separable utility functions and production sets? A major impediment is rationality, i.e., if all parameters are set to rational numbers, there should be a rational equilibrium. Recently, [35] introduced classes of non-separable utility functions and production sets, called Leontief-free, which are applicable when goods are substitutes. For markets with these utility functions and production sets, and satisfying mild sufficiency conditions, we obtain the following results: • Proof of rationality. • Complementary pivot algorithms based on a suitable adaptation of Lemke's classic algorithm. • A strongly polynomial bound on the running time of our algorithms if the number of goods is a constant, despite the fact that the set of solutions is disconnected. • Experimental verification, which confirms that our algorithms are practical. • Proof of PPAD-completeness. Next we give a proof of membership in FIXP for markets under piecewise-linear concave (PLC) utility functions and PLC production sets by capturing equilibria as fixed points of a continuous function via a nonlinear complementarity problem (NCP) formulation. Finally we provide, for the first time, dichotomies for equilibrium computation problems, both Nash and market; in particular, the results stated above play a central role in arriving at the dichotomies for exchange markets and for markets with production. We note that in the past, dichotomies have played a key role in bringing clarity to the complexity of decision and counting problems.
均衡计算中的二分类,以及一类新的不可分离效用函数的互补枢轴算法
在TCS对市场均衡的可计算性进行了十多年的研究之后,互补枢轴算法已经成为最有希望获得实用算法的算法。到目前为止,它们已用于可分离的、分段线性凹(SPLC)效用函数[23]和SPLC生产集[25]下的市场。他的方法可以扩展到不可分离的效用函数和生产集吗?一个主要的障碍是合理性,即,如果所有参数都设置为有理数,则应该存在理性均衡。最近,[35]引入了不可分离的效用函数和生产集,称为Leontief-free,它们适用于商品是替代品的情况。对于具有这些效用函数和生产集的市场,在满足轻度充分性条件的情况下,我们得到了以下结果:•基于Lemke经典算法的适当改编的互补枢轴算法。•如果商品数量是一个常数,尽管解集是断开的,但我们算法的运行时间的强多项式界。•实验验证,验证了算法的实用性。•ppad完整性证明。在此基础上,利用非线性互补问题(NCP)的形式,利用连续函数的不动点捕获平衡点,证明了分段线性凹效用函数(PLC)和PLC生产集下市场在FIXP中的隶属性。最后,我们首次提出了纳什和市场均衡计算问题的二分类;特别是,上述结果在得出交换市场和生产市场的二分法方面发挥了核心作用。我们注意到,在过去,二分法在使决策和计数问题的复杂性变得清晰方面发挥了关键作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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