Population Monotonicity of Non-deterministic Computable Aggregations

L. Magdalena, D. Gómez, L. Garmendia, J. Montero
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Abstract

Computable aggregation operators can be seen as a generalization of aggregation operators where the mathematical function is replaced by a program that performs the aggregation process. This extension allows the introduction of new aggregation processes not feasible under the classical framework. Particularly interesting are some non-deterministic processes widely considered to merge information. However, especially in non-deterministic processes, the extension of some of the well-known concepts for aggregation operators such as monotony, is needed. In this work, a new concept of monotonicity is proposed, from a probabilistic perspective, for non-deterministic computable aggregation operators. To be consistent, the concept coincides with the classical definition in the deterministic case. In addition, some cases of interest are analysed.
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非确定性可计算聚集的总体单调性
可计算聚合运算符可以看作是聚合运算符的泛化,其中数学函数被执行聚合过程的程序所取代。这种扩展允许引入在经典框架下不可行的新聚合过程。特别有趣的是一些被广泛认为是合并信息的非确定性过程。然而,特别是在非确定性过程中,需要扩展一些众所周知的聚合操作符概念,例如单调性。本文从概率的角度,对非确定性可计算聚合算子提出了单调性的新概念。为了保持一致,这个概念与决定论情况下的经典定义是一致的。此外,对一些感兴趣的案例进行了分析。
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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