Use of the normalized word vector approach in document classification for an LKMC
MetadataShow full item record
In order to realize the objective of expanding library services to provide knowledge managementsupport for small businesses, a series of requirements must be met. This particular phase of a largerresearch project focuses on one of the requirements: the need for a document classificationsystem to rapidly determine the content of digital documents. Document classification techniquesare examined to assess the available alternatives for realization of Library Knowledge ManagementCenters (LKMCs). After evaluating prominent techniques the authors opted to investigate aless well-known method, the Normalized Word Vector (NWV) approach, which has been usedsuccessfully in classifying highly unstructured documents, i.e., student essays. The authors proposeutilizing the NWV approach for LKMC automatic document classification with the goal ofdeveloping a system whereby unfamiliar documents can be quickly classified into existing topiccategories. This conceptual paper will outline an approach to test NWV's suitability in this area.
Showing items related by title, author, creator and subject.
Parker, K.; Williams, Robert; Nitse, P.; Tay, A. (2008)In order to realize the objective of expanding library services to provide knowledge managementsupport for small businesses, a series of requirements must be met. This particular phase of a largerresearch project focuses ...
Tang, Karen (2012)Purpose: The purpose of this paper is to examine the growth in quality assurance maturity within the six Australian and New Zealand university libraries which make up the Libraries of the Australian Technology Network ...
Wilson, Katie; Neylon, Cameron; Montgomery, Lucy; Huang, Chun-Kai Karl (2019)Introduction. Open access to digital research output is increasing, but academic library policies can place restrictions on public access to libraries. This paper reports on a preliminary study to investigate the correlation ...