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

Cambria, Erik; Hussain, Amir

 
9789400750692: Sentic Computing: Techniques, Tools, and Applications: 2 (SpringerBriefs in Cognitive Computation)

Inhaltsangabe

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.

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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.

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Weitere beliebte Ausgaben desselben Titels

9789400750715: Sentic Computing: Techniques, Tools, and Applications

Vorgestellte Ausgabe

ISBN 10:  9400750714 ISBN 13:  9789400750715
Verlag: Springer, 2012
Softcover