2006 · 12 citations · 16 references
Social SciencesHealth InformaticsDiscourse AnalysisNatural Language ProcessingSelfOnline CommunitiesOnline Communities Of PracticeOnline Health CommunitiesSense Of CommunityTextual AnalysisVirtual CommunitiesChronic Illness CommunitiesComputer-mediated Health CommunicationDiscussion DynamicsOnline Community InteractionTacit Knowledge ExtractionTextual Data ModelingVirtual World Communities
We report on analysis of discussions in an online community of people with chronic illness using socio-cognitively motivated, automatically produced semantic spaces. The analysis aims to further the emerging theory of "transition" (how people can learn to incorporate the consequences of illness into their lives). An automatically derived representation of sense of self for individuals is created in the semantic space by the analysis of the email utterances of the community members. The movement over time of the sense of self is visualised, via projection, with respect to axes of "ordinariness" and "extra-ordinariness". Qualitative evaluation shows that the visualisation is paralleled by the transitions of people during the course of their illness. The research aims to progress tools for analysis of textual data to promote greater use of tacit knowledge as found in online virtual communities. We hope it also encourages further interest in representation of sense-of-self.
16
An introduction to latent semantic analysis
Thomas K. Landauer, Peter W. Foltz, Darrell Laham · Discourse Processes · 1998 · 4.9K citations
Conceptual spaces: the geometry of thought
Choice Reviews Online · 2000 · 1.7K citations