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G. Udny Yule, Why do we Sometimes get Nonsense-Correlations between Time-Series?--A Study in Sampling and the Nature of Time-Series, Journal of the Royal Statistical Society, Vol. 89, No. 1 (Jan., 1926), pp. 1-63
George Yule (Fri,) studied this question.