Modeling of Brain-Like Concept Coding with Adulthood Neurogenesis in the Dentate Gyrus.
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ABSTRACT: Mammalian brains respond to new concepts via a type of neural coding termed "concept coding." During concept coding, the dentate gyrus (DG) plays a vital role in pattern separation and pattern integration of concepts because it is a brain region with substantial neurogenesis in adult mammals. Although concept coding properties of the brain have been extensively studied by experimental work, modeling of the process to guide both further experimental studies and applications such as natural language processing is scarce. To model brain-like concept coding, we built a spiking neural network inspired by adulthood neurogenesis in the DG. Our model suggests that neurogenesis may facilitate integration of closely related concepts and separation of less relevant concepts. Such pattern agrees with
SUBMITTER: Wang Y
PROVIDER: S-EPMC6877936 | biostudies-literature | 2019
REPOSITORIES: biostudies-literature
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