SenticSpace: Visualizing Opinions and Sentiments in a Multi-dimensional Vector Space

被引:0
|
作者
Cambria, Erik [1 ]
Hussain, Amir [1 ]
Havasi, Catherine [2 ]
Eckl, Chris [3 ]
机构
[1] Univ Stirling, Dept Comp Sci & Maths, Stirling FK9 4LA, Scotland
[2] MIT, MIT Media Lab, Cambridge, MA 02139 USA
[3] Sitekit Solut Ltd, Sitekit Labs, Portree, Scotland
关键词
Sentic Computing; AI; Semantic Networks; NLP; Knowledge Base Management; Opinion Mining and Sentiment Analysis; COMMON-SENSE; DIGITAL INTUITION; EMOTIONS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In a world in which millions of people express their feelings and opinions about any issue in Wogs, wikis, fora, chats and social networks, the distillation of knowledge from this huge amount of unstructured information is a challenging task. in this work we build a knowledge base which merges common sense and affective knowledge and visualize it in a multi-dimensional vector space, which we call SenticSpace. In particular we blend ConceptNet and WordNet-Affect and use dimensionality reduction on the resulting knowledge base to build a 24-dimensional vector space in which different vectors represent different ways of making binary distinctions among concepts and sentiments.
引用
收藏
页码:385 / +
页数:2
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