Part of
Corpus Methods for Semantics: Quantitative studies in polysemy and synonymyEdited by Dylan Glynn and Justyna A. Robinson
[Human Cognitive Processing 43] 2014
► pp. 443–485
Edited by Dylan Glynn and Justyna A. Robinson
[Human Cognitive Processing 43] 2014
► pp. 443–485
Correspondence analysis
Exploring data and identifying patterns
Correspondence analysis is an exploratory technique for complex categorical data, typical of corpus-driven research. It identifies patterns of association and disassociation in those data. For instance, it can map the correlations between different uses of a linguistic form and its various social and/or morpho-syntactic contexts. The technique presents its results in the form of a two-dimensional plot, which visualises these relationships in an intuitive manner. These plots offer rich representations of the relations between different facets of complex data. Using R, this chapter explains how the technique works and offers a step-by-step explanation of its application and the interpretation of its results. The technique is also compared to the better-known and comparable cluster analysis.
Keywords: categorical data, cluster analysis, exploratory statistics, R
References (45)
Agresti, A. (2002).
Categorical data analysis
(2nd ed.). Hoboken: John Wiley. 
Arppe, A. 2006. Frequency considerations in morphology. Finnish verbs differ, too.
SKY Journal of Linguistics
, 19, 175–189.
Baayen, R.H. (2008).
Analyzing linguistic data: A practical introduction to statistics using R
. Cambridge: Cambridge University Press.
. (2011). languageR: Data sets and functions with “Analyzing Linguistic Data: A practical introduction to statistics”. R package version 1.1. Retrieved from <[URL]>.
Benzécri, J.P. (1992).
Correspondence analysis handbook
. New York:Marcel Dekker.
De Leeuw, J., & Mair, P. (2009a). Simple and canonical correspondence analysis using the R package anacor.
Journal of Statistical Software
, 31, 1–18. Retrieved from <[URL]>.
. (2009b). Gifi methods for optimal scaling in R: The package homals.
Journal of Statistical Software
, 31, 1–20. Retrieved from <[URL]>.
Delaere, I., Plevoets, K., & De Sutter, G. (Submitted). Measuring text type variation through profile-based correspondence analysis: How far apart are translated and non-translated Dutch?
Target
. International Journal of Translation Studies
.
Divjak, D. (2010).
Structuring the lexicon: A clustered model for near-synonymy
. Berlin & New York: Mouton de Gruyter.
Dray, S., & Dufour, A.-B. (2007). The ade4 package: Implementing the duality diagram for ecologists.
Journal of Statistical Software
, 22, 1–20.
Gifi, A. (1990).
Nonlinear multivariate analysis
. Chichester: Wiley.
Glynn, D., & Sjölin, M. (2011). Cognitive Linguistic methods for literature: A usage-based approach to metanarrative and metalepsis. In A. Kwiatkowska (Ed.),
Texts and minds: Papers in cognitive poetics and rhetoric
(pp. 85–102). Frankfurt/Main: Peter Lang.
Glynn, D. (2009). Polysemy, syntax, and variation: A usage-based method for Cognitive Semantics. In V. Evans, & S. Pourcel (Eds.),
New directions in Cognitive Linguistics
(pp. 77–106). Amsterdam & Philadelphia: John Benjamins.
. (2010). Synonymy, lexical fields, and grammatical constructions: A study in usage-based Cognitive Semantics. In H.-J. Schmid, & S. Handl (Eds.),
Cognitive foundations of linguistic usage-patterns: Empirical studies
(pp. 89–118). Berlin & New York: Mouton de Gruyter.
. (2014a). The conceptual profile of the lexeme home: A multifactorial diachronic analysis. In J.E. Díaz-Vera (Ed.), Metaphor and metonymy across time and cultures (pp. 265–293). Berlin & New York: Mouton de Gruyter.
. (2014b). The social nature of anger: Multivariate corpus evidence for context effects upon conceptual structure. In I. Novakova, P. Blumenthal, & D. Siepmann (Eds.), Emotions in discourse (pp. 69–82). Frankfurt/Main: Peter Lang.
. (In press). Cognitive socio-semantics: The theoretical and analytical role of context in meaning.
Review of Cognitive Linguistics
.
Gower, J., Gardner-Lubbe, S., & le Roux, N. (2010).
Understanding biplots
. Chichester: Wiley.
Greenacre, M., & Blasius, J. (Eds.). (2006).
Multiple correspondence analysis and related methods
. London: Chapman & Hall.
Greenacre, M., & Nenadić, O. (2010). ca: Simple, multiple and joint correspondence analysis. R package version 0.33. Retrieved from <[URL]>.
Greenacre, M. (1984).
Theory and applications of correspondence analysis
. London: Academic Press.
. (2006). From simple to multiple correspondence analysis. InM. Greenacre, & J. Blasius(Eds.),
Multiple correspondence analysis and related methods
(pp. 41–76). London: Chapman & Hall.
. (2007).
Correspondence analysis in practice
. London: Chapman & Hall.
. (2010).
Biplots in practice
. Bilbao: Fundación BBVA.
Husson, F., Lê, S., & Pagès, J. (2011).
Exploratory multivariate analysis by example using R
.
London: Chapman & Hall.
Kowalczyk, T., Pleszczynska, E., & Ruland, F. (Eds.). (2004).
Grade models and methods for data analysis
. München: Springer.
Krawczak, K. (2014a). Shame and its near-synonyms in English: A multivariate corpus-driven approach to social emotions. In I. Novakova, P. Blumenthal, & D. Siepmann (Eds.), Emotions in discourse (pp. 84–94). Frankfurt/Main: Peter Lang.
. (2014b). Epistemic stance predicates in English: A quantitative corpus-driven study of subjectivity. In D. Glynn, & M. Sjölin (Eds.), Subjectivity and epistemicity: Corpus, discourse, and literary approaches to stance (pp. 355–386). Lund: Lund University Press.
Krawczak, K., & Glynn, D. (2011). Context and cognition: A corpus-driven approach to parenthetical uses of mental predicates. In K. Kosecki, & J. Badio (Eds.),
Cognitive processes in language
(pp. 87–99). Frankfurt/Main: Peter Lang.
Krawczak, K., & Kokorniak, I. (2012). Subjective construal of think in Polish.
Poznań Studies in Contemporary Linguistics
, 48, 439–472.
Le Roux, B., & Rouanet, H. (2005).
Geometric data analysis: From correspondence analysis to structured data analysis
. London: Kluwer.
. (2010).
Multiple correspondence analysis
. London: Sage.
Lê, S., & Husson, F. (2008). FactoMineR: An R package for multivariate analysis.
Journal of Statistical Software
, 25, 1–18.
Murtagh, F. (2005).
Correspondence analysis and data coding with R and Java
. London: Chapman & Hall.
Nenadić, O., & Greenacre, M. (2007). Correspondence analysis in R, with two- and three-dimensional graphics: The ca package.
Journal of Statistical Software
, 20. Retrieved from <[URL]>.
Oksanen, J., Blanchet, G., Kindt, R., Legendre, P., O’Hara, R.B., Simpson, G.L., Solymos, P., Henry, M., Stevens, H., & Wagner, H. (2011). vegan: Community ecology package. R package version 1.17-11. Retrieved from <[URL]>.
Oksanen, J. (2006). Multivariate analysis of ecological communities in R: vegan tutorial. Retrieved from <[URL]>.
Pardo, C. (2010). ‘pamctdp’. Retrieved from <[URL]>.
Plevoets, K., Speelman, D., & Geeraerts, D. (2008). The distribution of T/V pronouns in Netherlandic and Belgian Dutch. In K. Schneider, & A. Baron (Eds.),
Variational pragmatics: Regional varieties in pluricentric languages
(pp. 181–209). Amsterdam & Philadelphia: John Benjamins.
Rencher, A. (2002).
Methods of multivariate analysis
(2nd ed.). Chichester: Wiley.
Schmidtke-Bode, K. (2009).
Going-to-V and gonna-V in child language: A quantitative approach to constructional development.
Cognitive Linguistics
, 20, 509–53.
Speelman, D., Grondelaers, S., & Geeraerts, D. (2003). Profile-based linguistic uniformity as a generic method for comparing language varieties.
Computers and the Humanities
, 37, 317–337.
Szelid, V., & Geeraerts, D. (2008). Usage-based dialectology: Emotion concepts in the Southern Csango dialect.
Review of Cognitive Linguistics
, 6, 23–49.
Venables, W., & Ripley, B. (2002).
Modern applied statistics with S
(4th ed.). London: Springer.
Weller, S., & Romney, K. (1990).
Metric scaling correspondence analysis
. London: Sage.
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