In this paper, we analyzed self-organizing map of conceptual and semantic relations for noun, discussing the semantic distinction between conceptual nouns for natural language processing and syntax acquisition, summarizing the lexical meaning and a detailed description of semantic lexical tagging of nouns. Our result reflects the noun-attribute associations and focuses on the conceptual relationships. By using several features, map models provide an operational definition of the conceptual nouns distinction.