TY - JOUR
T1 - The individual over time
T2 - Time series applications in health care research
AU - Crabtree, Benjamin F.
AU - Ray, Subhash C.
AU - Schmidt, Priscilla M.
AU - O'Connor, Patrick T.
AU - Schmidt, David D.
PY - 1990
Y1 - 1990
N2 - This paper presents a summary and a brief theoretical introduction to time series ARIMA modeling of single subject data. Time series, a statistical technique that may be appropriate when data are measured repeatedly and at nearly equal intervals of time, has potential research applications in the study of chronic diseases such as diabetes, hypertension, and herpes simplex. Both intervention models and multivariate models are covered, with examples illustrating the utility of time series techniques in chronic disease research. Time series modeling of a subject with diabetes before and after being placed on a regimen of chlorpropamide is used to demonstrate the potential of intervention analysis. Multivariate time series techniques are illustrated by modeling the relationship between exercise and blood glucose, and by modelling the relationship between psychosocial distress and lymphocyte subsets of the cellular immune system.
AB - This paper presents a summary and a brief theoretical introduction to time series ARIMA modeling of single subject data. Time series, a statistical technique that may be appropriate when data are measured repeatedly and at nearly equal intervals of time, has potential research applications in the study of chronic diseases such as diabetes, hypertension, and herpes simplex. Both intervention models and multivariate models are covered, with examples illustrating the utility of time series techniques in chronic disease research. Time series modeling of a subject with diabetes before and after being placed on a regimen of chlorpropamide is used to demonstrate the potential of intervention analysis. Multivariate time series techniques are illustrated by modeling the relationship between exercise and blood glucose, and by modelling the relationship between psychosocial distress and lymphocyte subsets of the cellular immune system.
KW - Cellular immunity
KW - Chronic disease
KW - Epidemiological methods
KW - NIDDM
KW - Statistics
KW - Time series
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U2 - 10.1016/0895-4356(90)90005-A
DO - 10.1016/0895-4356(90)90005-A
M3 - Article
C2 - 2313315
AN - SCOPUS:0025004991
SN - 0895-4356
VL - 43
SP - 241
EP - 260
JO - Journal of Chronic Diseases
JF - Journal of Chronic Diseases
IS - 3
ER -