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.
- ISBN:
- 9789400750692
- 9789400750692
-
Category:
- Cognition & cognitive psychology
- Format:
- Paperback
- Publication Date:
-
28-07-2012
- Language:
- English
- Publisher:
- Springer
- Country of origin:
- Netherlands
- Pages:
- 153
- Dimensions (mm):
- 235x155x13mm
- Weight:
- 0.27kg
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