Book description
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.
Table of contents
- Cover image
- Title page
- Table of Contents
- Copyright
- Dedication
- About the Author
- Foreword
- Preface
- Acknowledgment
-
1. Introduction
- Abstract
- 1.1 Open collaborative human summarization
- 1.2 The necessity of automatic text summarization
- 1.3 Practice in search engines
- 1.4 Practice in e-science: summarizing multiple scientific papers through citation
- 1.5 A multi-dimensional perspective of summarization literature
- 1.6 Characteristics of text summarization
- 1.7 Requirement from enterprise content computing and big data
- 1.8 Shifting paradigm
-
2. The emerging structures
- Abstract
- 2.1 Near decomposability
- 2.2 Text as near decomposable system
- 2.3 The near decomposability of memory
- 2.4 The structure emerging through representing and understanding
- 2.5 Principles for emerging sentences within text
- 2.6 Rules for emerging structure within text
- 2.7 Case study: summarizing text with emerging structure
- 2.8 Emerging structure through dimensions
- 2.9 Emerging from psychological dimension
- 2.10 The cognitive level of current text summarization
- 2.11 Semantic link
- 2.12 Summary
- 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
- Appendix A: Human–machine–nature symbiosis
- References
Product information
- Title: Multi-Dimensional Summarization in Cyber-Physical Society
- Author(s):
- Release date: November 2016
- Publisher(s): Elsevier
- ISBN: 9780128034644
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