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Metric Adaptation and Representation Upgrade in an Emotion-Based Agent Model

机译:基于情感的代理模型中的指标适应和表示升级

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摘要

The research presented here follows a biologically inspired approach, based on the hypothesis that emotions contribute decisively for humans to cope with complex and dynamic environments. This hypothesis is founded on neurophysiological findings showing that damage in the emotion circuitry of the brain cause inability to handle simple, common life tasks [1]. Inspired by these findings, an emotion-based agent model was previously presented [2], proposing a double-processing of stimuli: a simple representation termed perceptual image, designed for fast processing and immediate response to urgent situations, and a complex representation termed cognitive image, thus slow to process, are extracted from each stimulus reaching the agent. These two representations are extracted and processed, simultaneously, by the two levels of the architecture: the perceptual and the cognitive levels. The parallelism of the processing is essential, so that quick response to urgent situations is not compromised by the slow processing of the cognitive level. These two representations are then associated and stored in memory. Once the agent faces a new situation, it matches the incoming stimulus with the agent memory, thus retrieving the associated images.
机译:此处提出的研究遵循了一种生物学启发的方法,该假设基于以下假设:情感对于人类应对复杂而动态的环境起着决定性的作用。该假设基于神经生理学发现,该发现表明大脑情感回路的损伤导致无法处理简单的常见生活任务[1]。受这些发现的启发,先前提出了一种基于情感的代理模型[2],提出了对刺激的双重处理:一种称为感知图像的简单表示,旨在快速处理并立即响应紧急情况,而一种称为认知的复杂表示。从到达刺激物的每个刺激中提取出如此缓慢处理的图像。这两个表示是通过体系结构的两个级别(感知和认知级别)同时提取和处理的。处理的并行性至关重要,因此认知水平的缓慢处理不会影响对紧急情况的快速响应。然后将这两种表示关联并存储在内存中。代理面对新情况后,会将传入的刺激与代理内存进行匹配,从而检索关联的图像。

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