Complexity of Categorical Time Series

被引:48
作者
Elzinga, Cees H. [1 ]
机构
[1] Vrije Univ Amsterdam, Fac Social Sci, NL-1081 HV Amsterdam, Netherlands
关键词
categorical time series; complexity; sequence comparison; sequence analysis; SEQUENCE; ADULTHOOD;
D O I
10.1177/0049124109357535
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Categorical time series, covering comparable time spans, are often quite different in a number of aspects: the number of distinct states, the number of transitions, and the distribution of durations over states. Each of these aspects contributes to an aggregate property of such series that is called complexity. Among sociologists and demographers, complexity is believed to systematically differ between groups as a result of social structure or social change. Such groups differ in, for example, age, gender, or status. The author proposes quantifications of complexity, based upon the number of distinct subsequences in combination with, in case of associated durations, the variance of these durations. A simple algorithm to compute these coefficients is provided and some of the statistical properties of the coefficients are investigated in an application to family formation histories of young American females.
引用
收藏
页码:463 / 481
页数:19
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