Sentic Computing
Techniques, Tools, and Applications
Seiten
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.
1. Introduction. - 2. Background. - 3. Techniques. - 4. Tools. - 5. Applications. - 6. Concluding Remarks.
Reihe/Serie | SpringerBriefs in Cognitive Computation ; 2 |
---|---|
Zusatzinfo | 35 Illustrations, color; 4 Illustrations, black and white; XVIII, 153 p. 39 illus., 35 illus. in color. |
Verlagsort | Dordrecht |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Geisteswissenschaften ► Psychologie ► Allgemeine Psychologie |
Geisteswissenschaften ► Psychologie ► Verhaltenstherapie | |
Geisteswissenschaften ► Sprach- / Literaturwissenschaft ► Sprachwissenschaft | |
Informatik ► Datenbanken ► Data Warehouse / Data Mining | |
Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
Mathematik / Informatik ► Mathematik | |
Medizin / Pharmazie ► Studium | |
ISBN-10 | 94-007-5069-2 / 9400750692 |
ISBN-13 | 978-94-007-5069-2 / 9789400750692 |
Zustand | Neuware |
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