TY - JOUR
T1 - Revisited Measles and Chickenpox Dynamics through Orthogonal Transformation
AU - Kanjilal, P. P.
AU - Bhattacharya, J.
N1 - Publisher Copyright:
© 1999 Academic Press. All rights reserved.
PY - 1999/3/21
Y1 - 1999/3/21
N2 - The question addressed is whether or not childhood epidemics such as measles and chickenpox are characterized by low-dimensional chaos. We propose a new method for the detection and extraction of hidden periodic components embedded in an irregular cyclical series, and study the characterization of the epidemiological series in terms of the characteristic features or periodicity attributes of the extracted components. It is shown that the measles series possesses two periodic components each having a period of one year. Both the periodic components have time-varying pattern, and the process is nonlinear and deterministic; there is no evidence of strong chaoticity in the measles dynamics. The chickenpox series has one seasonal component with stable pattern, and the process is deterministic but linear, and hence non-chaotic. We also propose surrogate generators based on null hypotheses relating to the variability of the periodicity attributes to analyse the dynamics in the epidemic series. The process dynamics is also studied using seasonally forced SEIR epidemic model, and the characterization performance of the proposed schemes is assessed.
AB - The question addressed is whether or not childhood epidemics such as measles and chickenpox are characterized by low-dimensional chaos. We propose a new method for the detection and extraction of hidden periodic components embedded in an irregular cyclical series, and study the characterization of the epidemiological series in terms of the characteristic features or periodicity attributes of the extracted components. It is shown that the measles series possesses two periodic components each having a period of one year. Both the periodic components have time-varying pattern, and the process is nonlinear and deterministic; there is no evidence of strong chaoticity in the measles dynamics. The chickenpox series has one seasonal component with stable pattern, and the process is deterministic but linear, and hence non-chaotic. We also propose surrogate generators based on null hypotheses relating to the variability of the periodicity attributes to analyse the dynamics in the epidemic series. The process dynamics is also studied using seasonally forced SEIR epidemic model, and the characterization performance of the proposed schemes is assessed.
UR - https://www.scopus.com/pages/publications/0033590748
U2 - 10.1006/jtbi.1998.0865
DO - 10.1006/jtbi.1998.0865
M3 - Journal article
C2 - 10074391
AN - SCOPUS:0033590748
SN - 0022-5193
VL - 197
SP - 163
EP - 174
JO - Journal of Theoretical Biology
JF - Journal of Theoretical Biology
IS - 2
ER -