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correlation structures that geometrically represents solutions from asymptotic Random Matrix theory (RMT) consistently, and allows … tests, with information about previous evolution of correlation in time. We apply this solution to financial time series …
Persistent link: https://www.econbiz.de/10014084356
conditions have the nice interpretation of restricting the level, slope and curvature of the correlation surface. It is proven … that the Schoenmakers-Coffey correlation matrix also brings along such factors. Finally, we formulate and corroborate our … conjecture that the order present in correlation matrices causes slope. …
Persistent link: https://www.econbiz.de/10011346478
the manipulation of a valid correlation matrix is challenging. We also propose three methods to perform the following … high correlation values (for example, in a system crisis as experienced just recently). 2) Decrease correlations such that … they shrink to zero or a minimum correlation. This procedure is needed to analyze hedged portfolios or, more generally …
Persistent link: https://www.econbiz.de/10013122933
In this paper we review some standard and more recent filtering techniques, based on Random Matrix Theory (RMT), that …
Persistent link: https://www.econbiz.de/10013100407
We develop tests for high-dimensional covariance matrices under a generalized elliptical model. Our tests are based on a central limit theorem for linear spectral statistics of the sample covariance matrix based on self-normalized observations. For testing sphericity, our tests neither assume...
Persistent link: https://www.econbiz.de/10012854042
This paper establishes asymptotic properties for spiked empirical eigenvalues of sample co- variance matrices for high-dimensional data with both cross-sectional dependence and a dependent sample structure. A new finding from the established theoretical results is that spiked empirical...
Persistent link: https://www.econbiz.de/10012858418
Measurement Approaches (AMA) address the issue of the soundness and integrity of the correlation estimates. We propose a sound … analysis framework based on Random Matrix Theory (RMT) to control the real levels of observed pair-wise correlations and avoid … focusing only on correlations average. We first study the relevant application of this asymptotic theory to small samples. We …
Persistent link: https://www.econbiz.de/10013025561
reduction, employing a number of simple tests using Random Matrix Theory (RMT) constructs. In each case, the correlations … zero-correlation Wishart random matrix WRM composed of correlations between series filled with independent Gaussian random …
Persistent link: https://www.econbiz.de/10012987088
Limit spectral theory of sample covariance matrices of increasing dimension was recently used as a base for the … investigation of fundamental relations of this theory (of the “canonical equations”) that thus prove the accuracy of asymptotic …
Persistent link: https://www.econbiz.de/10012925415
We introduce the new F-Riesz distribution to model tail-heterogeneity in fat-tailed covariance matrix observations. In contrast to the typical matrix-valued distributions from the econometric literature, the F-Riesz distribution allows for di↵erent tail behavior across all variables in the...
Persistent link: https://www.econbiz.de/10012421038