Large Scale LP Decoding with Low Complexity
Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance. Low-complexity and efficient iterative algorithms for LP decoding are of great importance for practical applications. In this paper we focus on solving the binary...
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| Vydané v: | IEEE communications letters Ročník 17; číslo 11; s. 2152 - 2155 |
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| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
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New York, NY
IEEE
01.11.2013
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 1089-7798, 1558-2558 |
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| Abstract | Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance. Low-complexity and efficient iterative algorithms for LP decoding are of great importance for practical applications. In this paper we focus on solving the binary LP decoding problem by using the alternating direction method of multipliers (ADMM). Our main contribution is that we propose a linear-complexity algorithm for the projection onto a parity polytope (having a computational complexity of small O(d), where small d is the check-node degree), as compared to recent work , which has a computational complexity of small O(d log d). In particular, we show that the projection onto the parity polytope can be transformed to a projection onto a simplex. |
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| AbstractList | \boldmath Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance. Low-complexity and efficient iterative algorithms for LP decoding are of great importance for practical applications. In this paper we focus on solving the binary LP decoding problem by using the alternating direction method of multipliers (ADMM). Our main contribution is that we propose a linear-complexity algorithm for the projection onto a parity polytope (having a computational complexity of small O(d), where small d is the check-node degree), as compared to recent work , which has a computational complexity of small O(d log d). In particular, we show that the projection onto the parity polytope can be transformed to a projection onto a simplex. [PUBLICATION ABSTRACT] Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance. Low-complexity and efficient iterative algorithms for LP decoding are of great importance for practical applications. In this paper we focus on solving the binary LP decoding problem by using the alternating direction method of multipliers (ADMM). Our main contribution is that we propose a linear-complexity algorithm for the projection onto a parity polytope (having a computational complexity of small O(d), where small d is the check-node degree), as compared to recent work , which has a computational complexity of small O(d log d). In particular, we show that the projection onto the parity polytope can be transformed to a projection onto a simplex. |
| Author | Heusdens, Richard Guoqiang Zhang Kleijn, W. Bastiaan |
| Author_xml | – sequence: 1 surname: Guoqiang Zhang fullname: Guoqiang Zhang email: g.zhang-1@tudelft.nl organization: Dept. of Intell. Syst., Delft Univ. of Technol., Delft, Netherlands – sequence: 2 givenname: Richard surname: Heusdens fullname: Heusdens, Richard email: r.heusdens@tudelft.nl organization: Dept. of Intell. Syst., Delft Univ. of Technol., Delft, Netherlands – sequence: 3 givenname: W. Bastiaan surname: Kleijn fullname: Kleijn, W. Bastiaan email: bastiaan.kleijn@ecs.vuw.ac.nz organization: Dept. of Intell. Syst., Delft Univ. of Technol., Delft, Netherlands |
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| Keywords | Performance evaluation Alternating direction method Polytope Iterative method Decoding LP decoding Algorithm Computational complexity Optimization Distributed optimization alternating direction method of multipliers Algorithm performance Algorithm complexity Linear complexity Error correcting code Multiplying circuits |
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| Snippet | Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance. Low-complexity and... \boldmath Linear program (LP) decoding has become increasingly popular for error-correcting codes due to its simplicity and promising performance.... |
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| SubjectTerms | alternating direction method of multipliers Applied sciences Coding, codes Complexity theory Distributed optimization Exact sciences and technology Information, signal and communications theory Iterative decoding LP decoding Maximum likelihood decoding Optimization Signal and communications theory Sorting Telecommunications and information theory Vectors |
| Title | Large Scale LP Decoding with Low Complexity |
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