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Closed semiring optimization circuits using a connectionist approach

机译:使用连接主义方法的闭合半环优化电路

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The closed semiring is an algebraic structure which unifies a family of path problems, including all-pairs shortest path, transitive closure and minimum spanning tree, defined on directed or undirected graphs. In resemblance to the dynamic programming formulation on closed semirings, we define a connectionist network architecture, called the binary relation inference network, to solve the problems represented. The extension and summary operators of closed semiring correspond to the site and unit functions of the network. But the network structure offers an obvious advantage of being simply extended for asynchronous and continuous-time operation. Analog circuits for the network are presented and simulation results are described, with particular reference to the minimum spanning tree problem.
机译:封闭半环是代数结构,它统一了一系列路径问题,包括在有向图或无向图上定义的所有对最短路径,可传递闭合和最小生成树。类似于封闭半环上的动态规划公式,我们定义了一种连接器网络体系结构,称为二进制关系推断网络,以解决所表示的问题。封闭半环的扩展和摘要运算符对应于网络的站点和单元功能。但是,网络结构具有明显的优势,即可以简单地扩展以进行异步和连续时间操作。给出了用于网络的模拟电路并描述了仿真结果,特别是参考了最小生成树问题。

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