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Augmenting Weak Semantic Cognitive Maps with an “Abstractness” Dimension

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dc.contributor.author Samsonovich, Alexei
dc.date.accessioned 2015-06-03T14:03:48Z
dc.date.available 2015-06-03T14:03:48Z
dc.date.issued 2013-04-29
dc.identifier.citation Alexei V. Samsonovich and Giorgio A. Ascoli, “Augmenting Weak Semantic Cognitive Maps with an “Abstractness” Dimension,” Computational Intelligence and Neuroscience, vol. 2013, Article ID 308176, 10 pages, 2013. doi:10.1155/2013/308176 en_US
dc.identifier.uri http://hdl.handle.net/1920/9608
dc.description.abstract The emergent consensus on dimensional models of sentiment, appraisal, emotions, and values is on the semantics of the principal dimensions, typically interpreted as valence, arousal, and dominance. The notion of weak semantic maps was introduced recently as distribution of representations in abstract spaces that are not derived from human judgments, psychometrics, or any other a priori information about their semantics. Instead, they are defined entirely by binary semantic relations among representations, such as synonymy and antonymy. An interesting question concerns the ability of the antonymy-based semantic maps to capture all “universal” semantic dimensions. The present work shows that those narrow weak semantic maps are not complete in this sense and can be augmented with other semantic relations. Specifically, including hyponym-hypernym relations yields a new semantic dimension of the map labeled here “abstractness” (or ontological generality) that is not reducible to any dimensions represented by antonym pairs or to traditional affective space dimensions. It is expected that including other semantic relations (e.g., meronymy/holonymy) will also result in the addition of new semantic dimensions to the map. These findings have broad implications for automated quantitative evaluation of the meaning of text and may shed light on the nature of human subjective experience.
dc.description.sponsorship Part of Giorgio A. Ascoli’s time was supported by the Intelligence Advanced Research Projects Activity (IARPA) via Department of the Interior (DOI) Contract no. D10PC20021. The publication of this article was funded in part by the George Mason University Libraries Open Access Publishing Fund. en_US
dc.language.iso en en_US
dc.publisher Hindawi Publishing en_US
dc.subject semantic maps en_US
dc.subject antonymy en_US
dc.subject sentiment analysis en_US
dc.subject weak semantic cognitive maps en_US
dc.title Augmenting Weak Semantic Cognitive Maps with an “Abstractness” Dimension en_US
dc.type Article en_US
dc.identifier.doi http://dx.doi.org/10.1155/2013/308176


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