TY - JOUR
T1 - The application of growth curve modeling for the analysis of diachronic corpora
AU - Nini, Andrea
AU - Corradini, Carlo
AU - Guo, Diansheng
AU - Grieve, Jack
PY - 2017/1/1
Y1 - 2017/1/1
N2 - This paper introduces growth curve modeling for the analysis of language change in corpus linguistics. In addition to describing growth curve modeling, which is a regression-based method for studying the dynamics of a set of variables measured over time, we demonstrate the technique through an analysis of the relative frequencies of words that are increasing or decreasing over time in a multi-billion word diachronic corpus of Twitter. This analysis finds that increasing words tend to follow a trajectory similar to the s-curve of language change, whereas decreasing words tend to follow a decelerated trajectory, thereby showing how growth curve modeling can be used to uncover and describe underlying patterns of language change in diachronic corpora.
AB - This paper introduces growth curve modeling for the analysis of language change in corpus linguistics. In addition to describing growth curve modeling, which is a regression-based method for studying the dynamics of a set of variables measured over time, we demonstrate the technique through an analysis of the relative frequencies of words that are increasing or decreasing over time in a multi-billion word diachronic corpus of Twitter. This analysis finds that increasing words tend to follow a trajectory similar to the s-curve of language change, whereas decreasing words tend to follow a decelerated trajectory, thereby showing how growth curve modeling can be used to uncover and describe underlying patterns of language change in diachronic corpora.
KW - growth curve modeling
KW - time series
KW - language change
KW - word frequency
KW - corpus linguistics
KW - regression
KW - s-curve of language change
KW - diachronic corpus
UR - http://booksandjournals.brillonline.com/content/journals/10.1163/22105832-00701001
UR - http://www.scopus.com/inward/record.url?scp=85018508873&partnerID=8YFLogxK
U2 - 10.1163/22105832-00701001
DO - 10.1163/22105832-00701001
M3 - Article
SN - 2210-5824
VL - 7
SP - 102
EP - 125
JO - Language Dynamics and Change
JF - Language Dynamics and Change
IS - 1
ER -