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 Mat. Zametki, 2012, Volume 92, Issue 4, Pages 528–532 (Mi mz9091)

Comparison of the Convergence Rate of Pure Greedy and Orthogonal Greedy Algorithms

A. V. Dereventsov

M. V. Lomonosov Moscow State University

Abstract: The following two types of greedy algorithms are considered: the pure greedy algorithm (PGA) and the orthogonal greedy algorithm (OGA). From the standpoint of estimating the rate of convergence on the entire class $\mathscr A_1(\mathscr D)$, the orthogonal greedy algorithm is optimal and significantly exceeds the pure greedy algorithm. The main result in the present paper is the assertion that the situation can also be opposite for separate elements of the class $\mathscr A_1(\mathscr D)$ (and even of the class $\mathscr A_0(\mathscr D)$): the rate of convergence of the orthogonal greedy algorithm can be significantly lower than the rate of convergence of the pure greedy algorithm.

Keywords: pure greedy algorithm, orthogonal greedy algorithm, dictionary, rate of convergence, Hilbert space, the classes $\mathscr A_1(\mathscr D)$ and $\mathscr A_0(\mathscr D)$

DOI: https://doi.org/10.4213/mzm9091

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English version:
Mathematical Notes, 2012, 92:4, 485–489

Bibliographic databases:

UDC: 517.518+519.65
Revised: 22.03.2011

Citation: A. V. Dereventsov, “Comparison of the Convergence Rate of Pure Greedy and Orthogonal Greedy Algorithms”, Mat. Zametki, 92:4 (2012), 528–532; Math. Notes, 92:4 (2012), 485–489

Citation in format AMSBIB
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