SpringerBriefs in Cognitive Computation: Techniques, Tools, and Applications

Cambria, Erik; Hussain, Amir

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.

Details

Published by: Springer

Publication Date: 2012-07-28

Format: Paperback

ISBN-13: 9789400750692

DOI: 10.1007/978-94-007-5070-8

Dimensions: 235cm x155cm

Pages: 153