Abstract

The connectionist view of knowledge is implicit, a distributed pattern over numerous processing nodes of a cognitive system, and is strictly private to the processing scheme. Knowledge plays an important role in visual data processing. This chapter presents the classicist approach to knowledge representation. In particular, it focuses on representation of knowledge in perceptual form, which is essential for perceptual and cognitive processing of visual and other sensory data. Such representation resolves the symbol grounding problem, which is a major requirement for situated agents. There is a need for a unified knowledge representation scheme to seamlessly interact with naturalistic (perceptual) and symbolic forms of expressions, which generally coexist. This is necessary to integrate the layers of sensory perception and higher level cognitive tasks as well. The knowledge of a cognitive agent needs to have a seamless integration of the conceptual and the perceptual entities.

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