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Rényi statistics for testing equality of autocorrelation coefficients
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SYSNO ASEP 0332408 Document Type J - Journal Article R&D Document Type Journal Article Subsidiary J Ostatní články Title Rényi statistics for testing equality of autocorrelation coefficients Title Rényiho statistiky pro testování rovnosti autokorelačních koeficientů Author(s) Hobza, Tomáš (UTIA-B)
Pardo, L. (ES)
Morales, D. (ES)Source Title Statistical Methodology. - : Elsevier - ISSN 1572-3127
Roč. 6, č. 4 (2009), s. 424-436Number of pages 13 s. Publication form www - www Language eng - English Country NL - Netherlands Keywords Rényi divergence ; Likelihood divergence statistics ; Testing hypothesis ; Autocorrelation coefficient Subject RIV BB - Applied Statistics, Operational Research R&D Projects 1M0572 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) CEZ AV0Z10750506 - UTIA-B (2005-2011) DOI 10.1016/j.stamet.2009.03.001 Annotation The problem of testing for equality of autocorrelation coefficients of two populations in multivariate data when errors are autocorrelated is considered. We derive Rényi statistics defined as divergences between unrestricted and restricted estimated joint probability density functions and we show that they are asymptotically chi-square distributed under the null hypothesis of interest. Monte Carlo simulation experiments are carried out to investigate the behavior of Rényi statistics and to make comparisons with test statistics based on the approach of Bhandary [M. Bhandary, Test for equality of autocorrelation coefficients for two populations in multivariate data when the errors are autocorrelated, Statistics & Probability Letters 73 (2005) 333 342] for the problem under consideration. Rényi statistics showed to have significantly better behavior. Workplace Institute of Information Theory and Automation Contact Markéta Votavová, votavova@utia.cas.cz, Tel.: 266 052 201. Year of Publishing 2010
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