Abstract
| Original language | English |
|---|---|
| Place of Publication | USA |
| Publisher | Morgan Kaufmann |
| Number of pages | 185 |
| ISBN (Print) | 978-0-12-803455-2 |
| Publication status | Published - 21 Nov 2016 |
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Keywords
- Summarization
- Dimension
- cyber-physical society
- Artificial intelligence
Cite this
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Multi-dimensional summarization in cyber-physical society. / Zhuge, Hai.
USA : Morgan Kaufmann, 2016. 185 p.Research output: Book/Report › Book
TY - BOOK
T1 - Multi-dimensional summarization in cyber-physical society
AU - Zhuge, Hai
PY - 2016/11/21
Y1 - 2016/11/21
N2 - 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 insights can inspire research and development of many computing areas.
AB - 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 insights can inspire research and development of many computing areas.
KW - Summarization
KW - Dimension
KW - cyber-physical society
KW - Artificial intelligence
UR - https://www.elsevier.com/books/multi-dimensional-summarization-in-cyber-physical-society/zhuge/978-0-12-803455-2
M3 - Book
SN - 978-0-12-803455-2
BT - Multi-dimensional summarization in cyber-physical society
PB - Morgan Kaufmann
CY - USA
ER -