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.
Epub (Kobo), Epub (Adobe)
Publication Date: 29/12/2015
- ISBN:
- 9789400750708
- 9789400750708
- Category:
- Medical research
- Format:
- Epub (Kobo), Epub (Adobe)
- Publication Date:
- 29-12-2015
- Language:
- English
- Publisher:
- Springer Netherlands
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