Multi-dimensional summarization in cyber-physical society

Research output: Book/ReportBook

Abstract

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.
Original languageEnglish
Place of PublicationUSA
PublisherMorgan Kaufmann
Number of pages185
ISBN (Print)978-0-12-803455-2
Publication statusPublished - 21 Nov 2016

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Keywords

  • Summarization
  • Dimension
  • cyber-physical society
  • Artificial intelligence

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