Multi-Dimensional Summarization in Cyber-Physical Society
Hai Zhuge
Text summarization has been studied for over a half century, but traditional methods process texts empirically and neglect the fundamental characteristics and principles of language use and understanding. Automatic summarization is a desirable technique for processing big data. This reference summarizes previous text summarization approaches in a multi-dimensional category space, introduces a multi-dimensional methodology for research and development, unveils the basic characteristics and principles of language use and understanding, investigates some fundamental mechanisms of summarization, studies dimensions on representations, and proposes a multi-dimensional evaluation mechanism. Investigation extends to incorporating pictures into summary and to the summarization of videos, graphs and pictures, and converges to a general summarization method. Further, some basic behaviors of summarization are studied in the complex cyber-physical-social space. Finally, a creative summarization mechanism is proposed as an effort toward the creative summarization of things, which is an open process of interactions among physical objects, data, people, and systems in cyber-physical-social space through a multi-dimensional lens of semantic computing. The author’s insights can inspire research and development of many computing areas.
- The first book that proposes the method for the summarization of things in cyber-physical society through a multi-dimensional lens of semantic computing.
- A transformation from the traditional application-driven research paradigm into a data-driven research paradigm for creative summarization through information modeling, cognitive modeling and knowledge modeling.
- A multi-dimensional methodology for studying, managing, creating and applying methods.
Intelligence (AI) & Semantics, General, Microprocessors, Expert Systems, Document Management, Professional, Career & Trade -> Computer Science -> Intelligence (AI) & Semantics, Professional, Career & Trade -> Computer Science -> Networking, 757, P0511950005, 077, P0714550129, Professional, Career & Trade -> Computer Science -> Microprocessors, Professional, Career & Trade -> Computer Science -> Expert Systems, Professional, Career & Trade -> Computer Science -> Document Management
ISBN-10: | 0128034645 |
---|---|
ISBN-13: | 9780128034644 |
Book pages: | 487 |
Book language: | English |
Edition: | 2 |
Binding: | ePub |
Publisher: | Elsevier S & T |
Dimensions: | ePub |