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Real Sparse Fast DCT for Vectors with Short Support

Authors :
Bittens, Sina
Plonka, Gerlind
Publication Year :
2018

Abstract

In this paper we present a new fast and deterministic algorithm for the inverse discrete cosine transform of type II for reconstructing the input vector $\mathbf x\in\mathbb R^N$, $N=2^J$, with short support of length $m$ from its discrete cosine transform $\mathbf x^{\widehat{\mathrm{II}}}=C^{\mathrm{II}}_N\mathbf x$ if an upper bound $M\geq m$ is known. The resulting algorithm only uses real arithmetic, has a runtime of $\mathcal{O}\left(M\log M+m\log_2\frac{N}{M}\right)$ and requires $\mathcal{O}\left(M+m\log_2\frac{N}{M}\right)$ samples of $\mathbf x^{\widehat{\mathrm{II}}}$. For $m,M\rightarrow N$ the runtime and sampling requirements approach those of a regular IDCT-II for vectors with full support. The algorithm presented hereafter does not employ inverse FFT algorithms to recover $\mathbf x$.<br />Comment: 28 pages, 5 figures

Subjects

Subjects :
Mathematics - Numerical Analysis

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1807.07397
Document Type :
Working Paper