Serial correlation coefficient
A statistic that serves as an estimator of the auto-correlation (auto-correlation function) of a time series. Let be a time series. The serial correlation coefficient of order is the statistic defined by the formula
(*) |
where
Statistics close to (*) but of a slightly simpler form are also used as serial correlation coefficients. The set of serial correlation coefficients is called a correlogram; this term is also used for the graph of as a function of .
Under various assumptions regarding the distribution of the , there are exact and approximate expressions for the distribution of the serial correlation coefficients, and of their moments. Serial correlation coefficients are used in statistical problems to discover the dependence of terms in a time series.
As well as the term "serial correlation coefficient" , the term "sampling auto-correlationsampling auto-correlation" is used.
References
[1] | T.M. Anderson, "The statistical analysis of time series" , Wiley (1971) |
[2] | M.G. Kendall, A. Stuart, "The advanced theory of statistics" , 3. Design and analysis, and time series , Griffin (1966) |
[3] | E.J. Hannan, "Time series analysis" , Methuen , London (1960) |
Serial correlation coefficient. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Serial_correlation_coefficient&oldid=11666