Anne Fabricius, Roskilde University Dominic Watt, University of York and J.P French Associates Background to the paper Aim of the research Introducing the S-centroid anchor method Application to some vowel data from British English (SSBE/Modern RP) Discussion and further implications Angle configurations and the S-centroid 2 Quantitative methods in a quantitative discipline The art and science of vowel change (Labov 1994) Earlier work this study is based on Watt and Fabricius S-centroid method (Watt and Fabricius 2002) TRAP/STRUT rotation in RP (Fabricius 2007) and angle methods using vowel juxtapositions Testing normalisation methods (Fabricius, Watt and Johnson 2009) for geometrically-related properties Here: Combining the two (normalization and modelling changing vowel loci distributions around the centroid) Angle configurations and the S-centroid 3 Adapted from Fabricius 2007: 300 Angle configurations and the S-centroid 4 Flynn 2010: slide 16 For variety-specific modifications of the Watt and Fabricius S-centroid method, see also Durian, forthcoming and Bigham 2008. mW&F uses F1 of [a] only Angle configurations and the S-centroid 5 In geometry, the centroid, geometric center, or barycenter of a plane figure or two-dimensional shape X is the intersection of all straight lines that divide X into two parts of equal moment about the line. Informally, it is the "average" (arithmetic mean) of all points of X. (From Wikipedia) Angle configurations and the S-centroid 6 Peeters 2004 Angle configurations and the S-centroid 7 To present the method To investigate the methodological advantages for sociophonetics of representing relative planar locations as vectors vis à vis a pre-defined geometrical centroid of the vowel space To ask whether this supports other arguments in favour of a centroid-based normalisation method? (in the spirit of Fabricius, Watt and Johnson 2009) Angle configurations and the S-centroid 8 Make no claims here about the centroid’s perceptual significance (although the concept does feature in some perception/normalisation research, eg Deterding 1990) Used here as a geometric point to investigate and illustrate properties of vowel distributions in F1/F2 space Angle configurations and the S-centroid 9 Effect of speech disorders on the vowel space and distance of vowels from the centroid (e.g. in stuttering: Blomgren, Robb and Chen 1998) Pickering 1986 formalised peripherality measured as dispersion from a centroid, context speech perception research Hyper- and hypo-articulation, ie clear and indistinct speech: (Lindblom 1990, 1996, Ferguson & KewleyPort, 2002; Picheny, Durlach, & Braida, 1986) Whiteside 2001; NB definition of centroid used here differs from this presentation since axes are derived differently (using Bark differences) Angle configurations and the S-centroid 10 R-algorithm developed by Daniel Ezra Johnson after an idea by Anne Fabricius Available here (The Modern RP Page) Angle configurations and the S-centroid 11 F2 90° 180° S-centroid point 0° F1 -180° -90° Angle configurations and the S-centroid 12 F2 90° u i 180° S-centroid point 0° F1 -180° -90° a Angle configurations and the S-centroid 13 Angle configurations and the S-centroid 14 Documenting changes by measurements in degrees vis a vis a stable point, rather than eyeball judgments of relative placement Could also be used in combination with Euclidean/Cartesian distances (as in Fabricius 2007, Richards, Haddican and Foulkes 2009) Quantification enables further statistical testing Has potential applications in determining the nature of centre versus periphery in the vowel space (Labov 1994) in a more reproducible way Angle configurations and the S-centroid 15 RP generational vowel data from Hawkins and Midgley 2005 and Moreiras 2006, plus Fabricius 2009 using R script devised by Daniel Ezra Johnson This example: short vowel system with lines connecting average vowel loci Angle configurations and the S-centroid 16 Female speakers, 1998 cohort (Data from Fabricius 2009) Angle configurations and the S-centroid 17 Female speakers, 2008 cohort (Data from Fabricius 2009) Angle configurations and the S-centroid 18 Male speakers, 1998 cohort (Data from Fabricius 2009) Angle configurations and the S-centroid 19 Male speakers, 2008 cohort (Data from Fabricius 2009) Angle configurations and the S-centroid 20 To make these types of configurations more easily comparable By using the S-centroid point as anchor deriving angles vis-à-vis the centroid point The S-centroid point is common to ALL speakers in the sample since they are all normalised using the W&F (or mW&F) method Advantage: the S-centroid does not move over time Angle configurations and the S-centroid 21 Angle configurations and the S-centroid 22 FLEECE stable over time: OM, OF: older generation; YM, YF: younger generation YF5 flee YF4 flee YF3 flee YF2 flee YF1 flee OM1 flee 180 160 140 120 100 80 60 40 20 0 -20 -40 -60 -80 -100 -120 -140 -160 -180 OM2 flee OM3 flee OM4 flee OM5 flee OF1 flee YM5 flee Series1 OF2 flee YM4 flee OF3 flee YM3 flee OF4 flee YM2 flee OF5 flee YM1 flee Angle configurations and the S-centroid 23 F2 90° FLEECE 180° S-centroid point 0° F1 -180° -90° Angle configurations and the S-centroid 24 FOOT moving over time OM1 foot YF5 foot YF4 foot YF3 foot YF2 foot YF1 foot 180 160 140 120 100 80 60 40 20 0 -20 -40 -60 -80 -100 -120 -140 -160 -180 OM2 foot OM3 foot OM4 foot OM5 foot OF1 foot YM5 foot Series1 OF2 foot YM4 foot OF3 foot YM3 foot OF4 foot YM2 foot OF5 foot YM1 foot Angle configurations and the S-centroid 25 F2 90° FOOT, YF3 FOOT, older 180° S-centroid point 0° F1 -180° -90° Angle configurations and the S-centroid 26 LOT variability, mostly among younger female speakers YF5 lot YF4 lot YF3 lot YF2 lot YF1 lot OM1 lot 180 160 140 120 100 80 60 40 20 0 -20 -40 -60 -80 -100 -120 -140 -160 -180 OM2 lot OM3 lot OM4 lot OM5 lot OF1 lot YM5 lot Series1 OF2 lot YM4 lot OF3 lot YM3 lot OF4 lot YM2 lot OF5 lot YM1 lot Angle configurations and the S-centroid 27 STRUT in this perspective also variable; nb Reduced scale here YF5 strut OM1 strut 0 OM2 strut -20 YF4 strut OM3 strut -40 -60 YF3 strut OM4 strut -80 -100 -120 YF2 strut OM5 strut -140 -160 YF1 strut OF1 strut -180 YM5 strut Series1 OF2 strut YM4 strut OF3 strut YM3 strut OF4 strut YM2 strut OF5 strut YM1 strut Angle configurations and the S-centroid 28 What are the methodological advantages to representing relative planar locations as vectors vis a vis the centroid location of the vowel space? Quantifiability, reproducibility, visual evidence backing auditory perceptions Does this argue for the advantages of a centroid-point based normalisation method? Yes, and the method could also be adapted to work from the centroid-based Lobanov normalisation algorithm. But Lobanov’s normalisation method is in some cases too powerful (close to a standard statistical normalisation technique) and performs less well overall (in several testing parameters) than mW&F in Flynn’s comparison of 20 normalisation algorithms (Flynn 2010) Angle configurations and the S-centroid 29 Method offered here as an aid to the sociophonetic community The illustrative chart template will also be available online ( MS Excel.crtx file) NB A Euclidean distance metric could be included as well R-code will be available and can be adjusted Angle configurations and the S-centroid 30 Bigham, Douglas. 2008. Dialect contact and accommodation among emerging adults in a university setting. Ph.D. thesis. The University of Texas at Austin. Deterding, David. 1990. Speaker Normalisation for Automatic Speech Recognition, Unpublished PhD Thesis, Cambridge University. Fabricius, Anne. 2007. Variation and change in the TRAP and STRUT vowels of RP: a real time comparison of five acoustic data sets. JIPA 37:3: 293-320. Fabricius, Anne. 2009. Short vowels in real time: TRAP, STRUT and FOOT in the South of England. Paper presented at ICLaVE 5, Copenhagen. June 27th 2009. (www.ruc.dk/~fabri ) Fabricius, Anne H., Dominic Watt and Daniel Ezra Johnson. 2009. A comparison of three speaker-intrinsic vowel formant frequency normalization algorithms for sociophonetics. Language Variation and Change, 21,3:1-23. Flynn, Nicholas. 2010. Comparing vowel formant normalisation procedures. Talk given at York Postgraduate Mini-conference, June 10th, 2010. Hawkins, Sarah and Jonathan Midgley. 2005. Formant frequencies of RP monophthongs in four age groups of speakers. JIPA 30: 63-78. Labov, William. 1994. Principles of Linguistic Change volume 1: Internal Factors. Oxford: Blackwell. Angle configurations and the S-centroid 31 Lindblom, B. 1990: Explaining phonetic variation: A sketch of the H&H theory, in Speech Production and Speech Modeling, edited by W. J. Hardcastle and A. Marchal. Kluwer Academic, Netherlands, pp. 403–439. Lindblom, B. 1996: Role of articulation in speech perception: Clues from production. Journal of the Acoustical Society of America, 99, 1683–1692. Moreiras, C. 2006. An acoustic study of vowel change in female adult speakers of RP. Unpublished undergraduate dissertation, University College London. Peeters, Geoffroy. 2003. A large set of audio features for sound description (similarity and classification) in the CUIDADO project. http://recherche.ircam.fr/equipes/analysesynthese/peeters/ARTICLES/Peeters_2003_cuidadoaudiofeatures.pdf Pickering, J.B. 1986. Auditory vowel formant variability. Unpublished doctoral dissertation, Oxford University. Richards, Hazel, Bill Haddican and Paul Foulkes. 2009. Exhibiting standards in the FACE of dialect levelling. Paper presented at ICLaVE 5, Copenhagen, June 2009. Watt, Dominic and Anne Fabricius. 2002. Evaluation of a technique for improving the mapping of multiple speakers’ vowel spaces in the F1-F2 plane. Leeds Working papers in Linguistics and Phonetics. 9: 159-173. Angle configurations and the S-centroid 32 Daniel Ezra Johnson Tyler Kendall Nicholas Flynn Nicolai Pharao Angle configurations and the S-centroid 33