Articles with "kernel matrices" as a keyword



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Spectrum of large random inner-product kernel matrices generated from lp ellipsoids

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Published in 2019 at "Communications in Statistics - Theory and Methods"

DOI: 10.1080/03610926.2019.1604962

Abstract: Abstract In this note, we study the n × n random kernel matrix whose entry is of form for some real function f and the xi’s are i.i.d. random vectors generated from lp ellipsoid or its surface… read more here.

Keywords: random inner; inner product; spectrum large; kernel matrices ... See more keywords
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Analysis of Kernel Matrices via the von Neumann Entropy and Its Relation to RVM Performances

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Published in 2023 at "Entropy"

DOI: 10.3390/e25010154

Abstract: Kernel methods have played a major role in the last two decades in the modeling and visualization of complex problems in data science. The choice of kernel function remains an open research area and the… read more here.

Keywords: kernel; analysis kernel; via von; matrices via ... See more keywords