Sentic Computing: Techniques, Tools, and Applications (SpringerBriefs in Cognitive Computation, 2)

Cambria, Erik, Hussain, Amir

ISBN 10: 9400750692 / ISBN 13: 9789400750692

Edité par Springer, 2012

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Titre : Sentic Computing: Techniques, Tools, and ...

Éditeur : Springer

Date d'édition : 2012

Reliure : Couverture souple

Etat : New

A propos de ce titre

Synopsis :

In this book common sense computing techniques are further developed and applied to bridge the semantic gap between word-level natural language data and the concept-level opinions conveyed by these. In particular, the ensemble application of graph mining and multi-dimensionality reduction techniques is exploited on two common sense knowledge bases to develop a novel intelligent engine for open-domain opinion mining and sentiment analysis. The proposed approach, termed sentic computing, performs a clause-level semantic analysis of text, which allows the inference of both the conceptual and emotional information associated with natural language opinions and, hence, a more efficient passage from (unstructured) textual information to (structured) machine-processable data.