Literary and Linguistic Computing Advance Access originally published online on June 17, 2005
Literary and Linguistic Computing 2005 20(Suppl 1):125-146; doi:10.1093/llc/fqi026
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Cluster Analysis of the Newcastle Electronic Corpus of Tyneside English: A Comparison of Methods
University of Newcastle, UK
University of Twente, The Netherlands
Correspondence: Hermann Moisl, School of English Literature, Language, and Linguistics, University of Newcastle, Newcastle upon Tyne NE1 7RU, UK E-mail: hermann.moisl{at}ncl.ac.uk
This article examines the feasibility of an empirical approach to sociolinguistic analysis of the Newcastle Electronic Corpus of Tyneside English using exploratory multivariate methods. It addresses a known problem with one class of such methods, hierarchical cluster analysisthat different clustering algorithms can yield different analyses of the same data set, and that there is no obvious way of selecting the best one. The proposed solution is to analyze the data using hierarchical methods in conjunction with one or more fundamentally different types of clustering method, and then to select the analysis on which the hierarchical and the other method(s) agree most closely. A dimensionality reduction method, the self-organizing map (SOM), is used to exemplify this approach. The result is a close though not perfect match between the SOM and complete-link hierarchical analyses, but there is an important reservationthe SOM results vary with changes in user-defined training parameters, and are consequently also open to the criticism of inconsistency. The SOM cannot therefore be an objective arbiter for hierarchical clustering, but the analysis on which they agree gives a better basis for understanding the structure of the data than either method can provide on its own.
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