TY - JOUR
T1 - The stylometric impacts of ageing and life events on identity
AU - Kernot, David
AU - Bossomaier, Terry
AU - Bradbury, Roger
N1 - Includes bibliographical references.
PY - 2019/1/2
Y1 - 2019/1/2
N2 - Using data containing stylometric markers for depression and Alzheimer’s disease, the 45 novels of Iris Murdoch and P.D. James are examined to see if a signature of an individual, their personality, changes over time due to life events and natural ageing. We use variants of the critical slowing down 1-lag autocorrelation and coefficient of skewness techniques with a multivariate identity measure, RPAS to visualize these changes. We find that life events such as depression, anxiety, and Alzheimer’s disease might be identified outside of natural ageing through a tipping point phenomenon. We believe these techniques might be a useful self-help tool to aid in the signalling of depressive episodes, such as averting suicide, and the early identification of Alzheimer’s disease, or for law enforcement personnel monitoring terrorists on watch lists.
AB - Using data containing stylometric markers for depression and Alzheimer’s disease, the 45 novels of Iris Murdoch and P.D. James are examined to see if a signature of an individual, their personality, changes over time due to life events and natural ageing. We use variants of the critical slowing down 1-lag autocorrelation and coefficient of skewness techniques with a multivariate identity measure, RPAS to visualize these changes. We find that life events such as depression, anxiety, and Alzheimer’s disease might be identified outside of natural ageing through a tipping point phenomenon. We believe these techniques might be a useful self-help tool to aid in the signalling of depressive episodes, such as averting suicide, and the early identification of Alzheimer’s disease, or for law enforcement personnel monitoring terrorists on watch lists.
KW - Non-traditional authorship attribution
KW - Propositional idea density
KW - Early warning signal
KW - Modality-exclusivity
KW - Alzheimers Disease
KW - Slowing down
KW - Shakespeare
KW - Language
KW - Creativity
KW - Written
UR - http://www.scopus.com/inward/record.url?scp=85037610718&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85037610718&partnerID=8YFLogxK
U2 - 10.1080/09296174.2017.1405719
DO - 10.1080/09296174.2017.1405719
M3 - Article
AN - SCOPUS:85037610718
SN - 0929-6174
VL - 26
SP - 1
EP - 21
JO - Journal of Quantitative Linguistics
JF - Journal of Quantitative Linguistics
IS - 1
ER -