Generalized Gapped-kmer Filters for Robust Frequency Estimation
Abstract
In this paper, we study the generalized gapped k-mer filters and derive a closed form solution for their coefficients. We consider nonnegative integers and , with , and an -tuple of integers , . We introduce and study an incidence matrix . We develop a M\"obius-like function which helps us to obtain closed forms for a complete set of mutually orthogonal eigenvectors of as well as a complete set of mutually orthogonal eigenvectors of corresponding to nonzero eigenvalues. The reduced singular value decomposition of and combinatorial interpretations for the nullity and rank of , are among the consequences of this approach. We then combine the obtained formulas, some results from linear algebra, and combinatorial identities of elementary symmetric functions and , to provide the entries of the Moore-Penrose pseudo-inverse matrix and the Gapped k-mer filter matrix .
Keywords
Cite
@article{arxiv.2102.10682,
title = {Generalized Gapped-kmer Filters for Robust Frequency Estimation},
author = {Morteza Mohammad-Noori and Narges Ghareghani and Mahmood Ghandi},
journal= {arXiv preprint arXiv:2102.10682},
year = {2021}
}
Comments
arXiv admin note: substantial text overlap with arXiv:1605.06806