Automatic text summarization in digital libraries
dc.contributor.author | Mlynarski, Angela | |
dc.contributor.author | University of Lethbridge. Faculty of Arts and Science | |
dc.contributor.supervisor | Witten, Ian | |
dc.date.accessioned | 2007-05-23T17:29:48Z | |
dc.date.available | 2007-05-23T17:29:48Z | |
dc.date.issued | 2006 | |
dc.degree.level | Masters | |
dc.description | xiii, 142 leaves ; 28 cm. | en |
dc.description.abstract | A digital library is a collection of services and information objects for storing, accessing, and retrieving digital objects. Automatic text summarization presents salient information in a condensed form suitable for user needs. This thesis amalgamates digital libraries and automatic text summarization by extending the Greenstone Digital Library software suite to include the University of Lethbridge Summarizer. The tool generates summaries, nouns, and non phrases for use as metadata for searching and browsing digital collections. Digital collections of newspapers, PDFs, and eBooks were created with summary metadata. PDF documents were processed the fastest at 1.8 MB/hr, followed by the newspapers at 1.3 MB/hr, with eBooks being the slowest at 0.9 MV/hr. Qualitative analysis on four genres: newspaper, M.Sc. thesis, novel, and poetry, revealed narrative newspapers were most suitable for automatically generated summarization. The other genres suffered from incoherence and information loss. Overall, summaries for digital collections are suitable when used with newspaper documents and unsuitable for other genres. | en |
dc.identifier.uri | https://hdl.handle.net/10133/270 | |
dc.language.iso | en_US | en |
dc.publisher | Lethbridge, Alta. : University of Lethbridge, Faculty of Arts and Science, 2006 | en |
dc.publisher.department | Department of Mathematics and Computer Science | |
dc.publisher.faculty | Arts and Science | |
dc.relation.ispartofseries | Thesis (University of Lethbridge. Faculty of Arts and Science) | en |
dc.subject | Dissertations, Academic | en |
dc.subject | Digital libraries | en |
dc.subject | Automatic abstracting | en |
dc.subject | Cluster analysis -- Computer programs | en |
dc.subject | Computational linguistics | en |
dc.title | Automatic text summarization in digital libraries | en |
dc.type | Thesis | en |