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Minimum rank and minimum trace of covariance matrices
Authors:Giacomo Della Riccia  Alexander Shapiro
Affiliation:(1) Ben-Gurion University of the Negev, Israel;(2) Faculty of Sciences, University of Udine, 33100 Udine, Italy
Abstract:This paper considers some mathematical aspects of minimum trace factor analysis (MTFA). The uniqueness of an optimal point of MTFA is proved and necessary and sufficient conditions for a point x to be optimal are established. Finally, some results about the connection between MTFA and the classical minimum rank factor analysis will be presented.
Keywords:factor analysis  covariance matrices  minimum trace  constrained minimum trace  minimum rank
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