Comparison of eigeninference based on one- and two-point Green's functions

2015
journal article
article
2
cris.lastimport.scopus2024-04-24T06:16:09Z
dc.abstract.enWe compare two methods of eigeninference from large sets of data. Our analysis points at the superiority of our eigeninference method based on one-point Green's functions and Padé approximants over a method based on fluctuations and two-point Green's functions. The first method is orders of magnitude faster than the second one; moreover, we found a source of potential instability of the second method and identified it as arising from the spurious zero and negative modes of the estimator for the variance operator of a certain multidimensional Gaussian distribution, inherent for that method. We also present eigeninference based on spectral moments of negative orders, for strictly positive spectra. Finally, we compare the cases of eigeninference of real-valued and complex-valued correlated Wishart distributions, reinforcing our conclusions on the advantage of the one-point Green's function method.pl
dc.affiliationWydział Fizyki, Astronomii i Informatyki Stosowanej : Instytut Fizyki im. Mariana Smoluchowskiegopl
dc.contributor.authorDrogosz, Zbigniewpl
dc.contributor.authorJurkiewicz, Jerzy - 128560 pl
dc.contributor.authorŁukaszewski, Grzegorzpl
dc.contributor.authorNowak, Maciej - 131031 pl
dc.date.accessioned2015-12-11T09:19:14Z
dc.date.available2015-12-11T09:19:14Z
dc.date.issued2015pl
dc.description.admin[AB] Drogosz, Zbigniew 50000139 -student
dc.description.admin[AB] Łukaszewski, Grzegorz 50000139
dc.description.number2pl
dc.description.publication1,1pl
dc.description.volume92pl
dc.identifier.articleid022111pl
dc.identifier.doi10.1103/PhysRevE.92.022111pl
dc.identifier.eissn1550-2376pl
dc.identifier.issn1539-3755pl
dc.identifier.urihttp://ruj.uj.edu.pl/xmlui/handle/item/18087
dc.languageengpl
dc.language.containerengpl
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dc.subtypeArticlepl
dc.titleComparison of eigeninference based on one- and two-point Green's functionspl
dc.title.journalPhysical Review. E, Statistical, Nonlinear, and Soft Matter Physicspl
dc.typeJournalArticlepl
dspace.entity.typePublication
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