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Simulating Probabilistic Networks of Polarized Evolutionary Processors

机译:模拟极化进化处理器的概率网络

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Probabilities were recently introduced in Networks of Polarized Evolutionary Processors with the aim of decreasing the exponential expansion of the number of strings that appear in the computations used to solve NP-complete problems in a polynomial time, providing a new computational paradigm named Probabilistic Networks of Polarized Evolutionary Processors. Probabilities are associated with rules and words placed in the network nodes. Word probabilities are changed during the evolution and communication steps while the network is performing a computation. Probability associated with rules can be defined and fixed a priori (static mode) or may be computed dynamically (dynamic mode). There are also two possible ways of defining the halting and accepting conditions. The first possibility is to check whether there is some word in the halting node at the end of a communication step, and the second one is to say that a computation halts, with a determined cut-off point, if the sum of the of the probabilities of all words in the halting node is greater than or equal to a value in the set of (0,1]. The aim of this paper is to develop a generic software simulator of Probabilistic Networks of Polarized Evolutionary Processors (PNPEP) in order to study the probabilities of the strings arriving to the Halting node of the network.
机译:概率最近在极化进化处理器网络中引入,目的是减少在多项式时间内用于解决NP完全问题的计算中出现的字符串数量的指数扩展,从而提供了一个新的计算范式,称为极化概率网络进化处理器。概率与放置在网络节点中的规则和单词相关联。在网络执行计算的过程中,单词概率会在演化和通信步骤中更改。与规则关联的概率可以先验定义和固定(静态模式),也可以动态计算(动态模式)。定义停止和接受条件的方式也有两种。第一种可能性是在通信步骤结束时检查停止节点中是否有某个单词,第二种可能性是,如果计算的总和等于一个确定的截止点,则计算将停止。停止节点中所有单词的概率均大于或等于(0,1]中的值。本文的目的是按顺序开发极化进化处理器概率网络(PNPEP)的通用软件模拟器研究字符串到达​​网络停止节点的概率。

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