In this paper we establish a link between preferential semantics for description logics and self-organising maps, which have been proposed as possible candidates to explain the psychological mechanisms underlying category generalisation. In particular, we show that a concept-wise multipreference semantics, which takes into account preferences with respect to different concepts and has been recently proposed for defeasible description logics, can be used to to provide a logical interpretation of SOMs. We also provide a logical interpretation of SOMs in terms of a fuzzy description logic as well as a probabilistic account.
翻译:在本文中,我们在描述逻辑的优先语义和自我组织的地图之间建立了联系,这些语义是作为解释一般类别背后的心理机制的可能候选人提出的,特别是,我们表明,一种概念性多优先语义,考虑到不同概念的偏好,最近又提出了不可行的描述逻辑,可以用来为SOMs提供逻辑解释。 我们还从模糊描述逻辑和概率计算的角度对SOMs提供逻辑性解释。