Significance of clustering and classification applications in digital and physical libraries
Authors: Triantafyllou, Ioannis 
Giannakopoulos, Georgios 
Dendrinos, Markos 
Zervos, Spiros 
Koulouris, Alexandros 
Publisher: AIP Publishing
Issue Date: 9-Feb-2015
Conference: 4th International Conference on Integrated Information 5–8 September 2014 Madrid, Spain 
Journal: AIP Conference Proceedings 
Volume: 1644
Issue: 1
Keywords: Fourier transform spectroscopy, Self assembly, Libraries
Abstract: 
Applications of clustering and classification techniques can be proved very significant in both digital and physical (paper-based) libraries. The most essential application, document classification and clustering, is crucial for the content that is produced and maintained in digital libraries, repositories, databases, social media, blogs etc., based on various tags and ontology elements, transcending the traditional library-oriented classification schemes. Other applications with very useful and beneficial role in the new digital library environment involve document routing, summarization and query expansion. Paper-based libraries can benefit as well since classification combined with advanced material characterization techniques such as FTIR (Fourier Transform InfraRed spectroscopy) can be vital for the study and prevention of material deterioration. An improved two-level self-organizing clustering architecture is proposed in order to enhance the discrimination capacity of the learning space, prior to classification, yielding promising results when applied to the above mentioned library tasks.
ISSN: 15517616
0094243X
DOI: 10.1063/1.4907828
URI: https://uniwacris.uniwa.gr/handle/3000/226
Type: Article
Department: Department of Archival, Library and Information Studies 
School: School of Administrative, Economics and Social Sciences 
Affiliation: University of West Attica (UNIWA) 
Appears in Collections:Articles / Άρθρα

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