This article introduces a methodology for the diachronic analysis of large historical corpora, Usage Fluctuation
Analysis (UFA). UFA looks at the fluctuation of the usage of a word as observed through collocation. It presupposes neither a
commitment to a specific semantic theory, nor that the results will focus solely on semantics. We focus, rather, upon a word’s
usage. UFA considers large amounts of evidence about usage, through time, as made available by historical corpora, displaying
fluctuation in word usage in the form of a graph. The paper provides guidelines for the interpretation of UFA graphs and provides
three short case studies applying the technique to (i) the analysis of the word its and (ii) two words related to
social actors, whore and harlot. These case studies relate UFA to prior, labour intensive, corpus and historical
analyses. They also highlight the novel observations that the technique affords.
Annand, W. (1661). Panem quotidianum, or, A short discourse tending to prove the legality, decency, and expediency of set forms of prayer in the churches of Christ with a particular defence of the book of common prayer of the Church of England. London.
Corbet, J. (1646). [no title]. London.
Cuff, H. (1607). The differences of the ages of mans life together with the originall causes, progresse, and end thereof. London.
Everard, J. (1618). The arriereban a sermon preached to the company of the military yarde, at St. Andrewes Church in Holborne at St. Iames his day last. London.
Humfrey, R. (1607). The conflict of Job. London.
Hurst, H. (1678). The revival of grace in the vigour and fragrancy of it by a due application of the blood of Christ to the root thereof. London.
Latimer, H. (1661). The preaching bishop reproving unpreaching prelates. London.
Norden, J. (1619). An eye to heaven in earth. London.
Penington, I. (1659). [no title]. London.
Pollock, R., & Holland, H. (1603). Lectures upon the Epistle of Paul to the Colossians. London.
Sala, A. (1619). Opiologia: or, A treatise concerning the nature, properties, true preparation and safe use and administration of opium. London.
Savage, H. (1663). The dew of Hermon which fell upon the hill of Sion, or, An answer to a book entituled, Sions groans for her distressed, &c. London.
Sclater, W. (1619). Exposition with notes upon the first Epistle to the Thessalonians. London.
Secker, W. (1660). [no title]. London.
Tavernier, J. (1677). The six voyages of John Baptista Tavernier, Baron of Aubonne. London.
Topsell, E. (1658). The history of four-footed beasts and serpents describing at large their true and lively figure, their several names, conditions, kinds, virtues… London.
Trapp, J. (1649). [no title]. London.
Vilvain, R. (1654). [no title]. London.
William, J. (1659). [no title]. London.
Secondary sources
Baker, H., Brezina, V., & McEnery, T. (2017). Ireland in parliamentary debates. In T. Säily, A. Nurmi, M. Palander-Collin & A. Auer (Eds.). Exploring Future Paths for Historical Sociolinguistics (pp. 83–107). Amsterdam/Philadelphia, PA: John Benjamins.
Baker, P. (2004). Querying keywords: Questions of difference, frequency and sense in keywords analysis. Journal of English Linguistics, 32(4), 346–359.
Biber, D., Johansson, S., Leech, G., Conrad, S. & Finegan, E. (1999). Longman Grammar of Spoken and Written English. Longman: London.
Brezina, V. (2018). Statistics in Corpus Linguistics: A Practical Guide. Cambridge: Cambridge University Press.
The British National Corpus, version 3 (BNC XML Edition). (2007). Distributed by Bodleian Libraries, University of Oxford, on behalf of the BNC Consortium. Available from [URL] (last accessed August 2019).
Cha, S. H. (2007). Comprehensive survey on distance similarity measures between probability density functions. International Journal of Mathematical Models and Methods in Applied Sciences, 1(4), 300–307.
Choi, S. S., Cha, S. H., & Tappert, C. C. (2010). A survey of binary similarity and distance measures. Journal of Systemics, Cybernetics and Informatics, 8(1), 43–48.
Clark, S. (2015). Vector space models of lexical meaning. In Lappin, S., & Fox, C. (Eds.), The Handbook of Contemporary Semantic Theory (pp. 493–522). John Wiley & Sons: Oxford.
Culpeper, J. & Kytö, M. (2010). Early Modern English Dialogues: Spoken Interaction as Writing. Cambridge: Cambridge University Press.
Eger, S., & Mehler, A. (2016). On the linearity of semantic change: Investigating meaning variation via dynamic graph models. arXiv preprint arXiv:1704.02497.
Evert, S. (2008). Corpora and collocations. In A. Lüdeling & M. Kytö (Eds.), Corpus Linguistics: An International Handbook (pp. 1212–1248). Berlin: de Gruyter.
Firth, J. R. (1957). A synopsis of linguistic theory 1930–1955. In Studies in Linguistic Analysis (pp. 1–32). Oxford: Blackwell.
Friedman, J. H., & Stuetzle, W. (1982). Smoothing of Scatterplots. Technical Report ORION006. Stanford, CA: Stanford University, Dept. of Statistics.
Gablasova, D., Brezina, V., & McEnery, T. (2017). Collocations in corpus-based language learning research: Identifying, comparing, and interpreting the evidence. Language Learning, 67(S1), 155–179.
Gries, S. T., & Hilpert, M. (2010). Modeling diachronic change in the third person singular: A multifactorial, verb-and author-specific exploratory approach. English Language & Linguistics, 14(3), 293–320.
Gwet, K. L. (2008). Computing inter-rater reliability and its variance in the presence of high agreement. British Journal of Mathematical and Statistical Psychology, 611, 29–48.
Harris, Z. (1954). Distributional structure. Word, 10(23), 146–162.
Hastie, T. J. (1990). Generalized Additive Models. Boca Raton, FL: CRC.
Hilpert, M. & Perek, F. (2015). Meaning change in a petri dish: Constructions, semantic vector spaces, and motion charts. Linguistics Vanguard, 1(1), 339–350.
Hoey, M. (2005). Lexical Priming: A New Theory of Words and Language. Routledge: London.
Hunston, S. (2002). Corpora in Applied Linguistics. Cambridge: Cambridge University Press.
Kelsall, J. E., & Diggle, P. J. (1998). Spatial variation in risk of disease: A nonparametric binary regression approach. Journal of the Royal Statistical Society: Series C (Applied Statistics), 47(4), 559–573.
Kutuzov, A., Øvrelid, L., Szymanski, T., & Velldal, E. (2018). Diachronic word embeddings and semantic shifts: A survey. In E. M. Bender, L. Derczynski & P. Isabelle (Eds.), Proceedings of the 27th International Conference on Computational Linguistics (pp. 1384–1397). Santa Fe, NM: Association for Computational Linguistics. Retrieved from [URL] (last accessed August 2019).
Labov, W. (1994). Principles of Linguistic Change, Volume 1: Internal Factors. Oxford: John Wiley & Sons.
Love, R., Dembry, C., Hardie, A., Brezina, V., & McEnery, T. (2017). The Spoken BNC2014. International Journal of Corpus Linguistics, 22(3), 319–344.
Mair, C. (1997). Corpora and the study of the major varieties of English: Issues and results. In H. Lindquist, S. Klintborg, M. Levin & M. Estling (Eds.). Papers from MAVEN 97 (pp. 139–158). Växjo: Växjo Universitet.
McEnery, T. (2006). Swearing in English: Bad Language, Purity and Power from 1586 to the Present. London and New York, NY: Routledge.
McEnery, T., & Baker, H. (2017a). Corpus Linguistics and 17th-century Prostitution: Computational Linguistics and History. Bloomsbury: London.
McEnery, T., & Baker, H. S. (2017b). The poor in seventeenth-century England: A corpus based analysis. Token: A Journal for English Linguistics, 61, 51–83.
Nevalainen, T. (1999). Making the best use of ‘bad’ data: Evidence for sociolinguistic variation in Early Modern English. Neuphilologische Mitteilungen, 100(4), 499–533.
Nevalainen, T. (2015). Descriptive adequacy of the S-curve in diachronic studies of language change. Studies in Variation, Contacts and Change in English, 161. Retrieved from [URL] (last accessed August 2019).
Nevalainen, T. & Raumolin-Brunberg, H. (1994). Its beauty and the beauty of it: The standardization of the third person neuter possessive in Early Modern English. In D. Stein & I. Tienen-Boob van Ostade (Eds.), Towards a Standard English, 1600–1800 (pp. 171–216), Berlin: de Gruyter.
Nevalainen, T. & Raumolin-Brunberg, H. (2003). Historical Sociolinguistics: Language Change in Tudor and Stuart England. Harlow: Pearson Education.
Sauerbrei, W., Meier-Hirmer, C., Benner, A., & Royston, P. (2006). Multivariable regression model building by using fractional polynomials: Description of SAS, STATA and R programs. Computational Statistics & Data Analysis, 50(12), 3464–3485.
Sinclair, J., Jones, S., & Daley, R. (2004). English Collocation Studies: The OSTI Report. London: Bloomsbury. (Original work published 1970)
Wood, S. N. (2017). Generalized Additive Models: An Introduction with R. Boca Raton, FL: Chapman and Hall/CRC.
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