Multi-Dimensional Summarization in Cyber-Physical Society
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 summar...
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| Sprache: | English |
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2016
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| Schriftenreihe: | Computer Science Reviews and Trends
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| 520 | |a 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. | ||
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| spelling | Zhuge, Hai VerfasserIn aut Multi-Dimensional Summarization in Cyber-Physical Society Hai Zhuge 2016 ©2016 1 online resource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Computer Science Reviews and Trends Includes bibliographical references. - Print version record 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. Automatic abstracting Natural language processing (Computer science) Data mining Natural Language Processing Data Mining Résumés automatiques Traitement automatique des langues naturelles Exploration de données (Informatique) LANGUAGE ARTS & DISCIPLINES ; Library & Information Science ; General 9780128034552 Erscheint auch als Druck-Ausgabe 9780128034552 TUM01 ZDB-30-ORH TUM_PDA_ORH https://learning.oreilly.com/library/view/-/9780128034644/?ar X:ORHE Aggregator lizenzpflichtig Volltext |
| spellingShingle | Zhuge, Hai Multi-Dimensional Summarization in Cyber-Physical Society Automatic abstracting Natural language processing (Computer science) Data mining Natural Language Processing Data Mining Résumés automatiques Traitement automatique des langues naturelles Exploration de données (Informatique) LANGUAGE ARTS & DISCIPLINES ; Library & Information Science ; General |
| title | Multi-Dimensional Summarization in Cyber-Physical Society |
| title_auth | Multi-Dimensional Summarization in Cyber-Physical Society |
| title_exact_search | Multi-Dimensional Summarization in Cyber-Physical Society |
| title_full | Multi-Dimensional Summarization in Cyber-Physical Society Hai Zhuge |
| title_fullStr | Multi-Dimensional Summarization in Cyber-Physical Society Hai Zhuge |
| title_full_unstemmed | Multi-Dimensional Summarization in Cyber-Physical Society Hai Zhuge |
| title_short | Multi-Dimensional Summarization in Cyber-Physical Society |
| title_sort | multi dimensional summarization in cyber physical society |
| topic | Automatic abstracting Natural language processing (Computer science) Data mining Natural Language Processing Data Mining Résumés automatiques Traitement automatique des langues naturelles Exploration de données (Informatique) LANGUAGE ARTS & DISCIPLINES ; Library & Information Science ; General |
| topic_facet | Automatic abstracting Natural language processing (Computer science) Data mining Natural Language Processing Data Mining Résumés automatiques Traitement automatique des langues naturelles Exploration de données (Informatique) LANGUAGE ARTS & DISCIPLINES ; Library & Information Science ; General |
| url | https://learning.oreilly.com/library/view/-/9780128034644/?ar |
| work_keys_str_mv | AT zhugehai multidimensionalsummarizationincyberphysicalsociety |