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Multi-Dimensional Summarization in Cyber-Physical Society
This insightful resource presents a methodology for general summarization in cyber-physical-social space through a multi-dimensional lens of semantic computing. It transforms the paradigm of summarization research and deepens people’s understanding on semantics, dimension, knowledge and computing.
Hai Zhuge (Author)
9780128034552, Elsevier Science
Paperback, published 17 November 2016
204 pages
22.9 x 15.1 x 1.4 cm, 0.29 kg
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.
1. Introduction 2. The emerging structures 3. Patterns in representation and understanding 4. The think lens 5. Multi-dimensional methodology 6. Characteristics and principles of understanding and representation 7. Implicit links in multi-dimensional space 8. General citation 9. Dimensions of summary 10. Multi-dimensional evaluation 11. Incorporating pictures into a summary 12. Summarizing videos, graphs and pictures 13. General framework of summarization 14. Summarization of things in Cyber-Physical Society 15. Limitations and challenges 16. Creative summarization 17. Conclusion
Subject Areas: Expert systems / knowledge-based systems [UYQE], Artificial intelligence [UYQ], Computing & information technology [U], Microprocessors [TJFD1]