A test for self-exciting clustering mechanism
In this paper, we propose a test to distinguish between data with cluster pattern where the variables are dependent in a self-exciting fashion versus independently identically distributed random variables. We also developed asymptotic distribution of the test statistic with closed-form covariance structure. Comparisons with scan statistics are discussed in the context of simulated earthquake data. Applications to two data sets are discussed.
Year of publication: |
2011
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Authors: | Fama, Yuchen ; Pozdnyakov, Vladimir |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 81.2011, 10, p. 1541-1546
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Publisher: |
Elsevier |
Keywords: | Asymptotic normality Exponential family Self-exciting Cluster detection Scan statistics |
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