Please use this identifier to cite or link to this item: https://scholarbank.nus.edu.sg/handle/10635/116778
Title: Sentic activation: A two-level affective common sense reasoning framework
Authors: Cambria, E. 
Olsher, D.
Kwok, K. 
Issue Date: 2012
Citation: Cambria, E.,Olsher, D.,Kwok, K. (2012). Sentic activation: A two-level affective common sense reasoning framework. Proceedings of the National Conference on Artificial Intelligence 1 : 186-192. ScholarBank@NUS Repository.
Abstract: An important difference between traditional AI systems and human intelligence is our ability to harness common sense knowledge gleaned from a lifetime of learning and experiences to inform our decision making and behavior. This allows humans to adapt easily to novel situations where AI fails catastrophically for lack of situation-specific rules and generalization capabilities. Common sense knowledge also provides the background knowledge for humans to successfully operate in social situations where such knowledge is typically assumed. In order for machines to exploit common sense knowledge in reasoning as humans do, moreover, we need to endow them with human-like reasoning strategies. In this work, we propose a two-level affective reasoning framework that concurrently employs multi-dimensionality reduction and graph mining techniques to mimic the integration of conscious and unconscious reasoning, and exploit it for sentiment analysis. Copyright © 2012, Association for the Advancement of Artificial Intelligence. All rights reserved.
Source Title: Proceedings of the National Conference on Artificial Intelligence
URI: http://scholarbank.nus.edu.sg/handle/10635/116778
ISBN: 9781577355687
Appears in Collections:Staff Publications

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