Matching Evolving Hilbert Spaces and Language for Semantic Access to Digital Libraries
2010 (English)In: The Role of Digital Libraries in a Time of Global Change. Proceedings of the 12th International Conference on Asia-Pacific Digital Libraries, ICADL 2010, Gold Coast, Australia, June 21-25, 2010. / [ed] Gobinda Chowdhury, Chris Koo, Jane Hunter, Springer , 2010, 262-263 p.Conference paper, Poster (Other academic)
Extended by function (Hilbert) spaces, the 5S model of digital libraries (DL)  enables a physical interpretation of vectors and functions to keep track of the evolving semantics and usage context of the digital objects by support vector machines (SVM) for text categorization (TC). For this conceptual transition, three steps are necessary: (1) the application of the formal theory of DL to Lebesgue (function, L2) spaces; (2) considering semantic content as vectors in the physical sense (i.e. position and direction vectors) rather than as in linear algebra, thereby modelling word semantics as an evolving field underlying classifications of digital objects; (3) the replacement of vectors by functions in a new compact support basis function (CSBF) semantic kernel utilizing wavelets for TC by SVMs.
Place, publisher, year, edition, pages
Springer , 2010. 262-263 p.
, Lecture Notes in Computer Science, 6102
digital libraries, advanced access, hilbert space, support vector machines, shaman project, strathprints e-repository, 5s model, semantic kernels, 5S, digital libraries, text categorization, information representation
Information Systems Language Technology (Computational Linguistics) Information Studies Mathematics
IdentifiersURN: urn:nbn:se:hb:diva-6374Local ID: 2320/6633ISBN: 978-3-642-13653-5OAI: oai:DiVA.org:hb-6374DiVA: diva2:887061