Title :
DNA coding using finite-context models and arithmetic coding
Author :
Pinho, Armando J. ; Neves, António J R ; Bastos, Carlos A C ; Ferreira, Paulo J S G
Author_Institution :
Signal Process. Lab., Univ. of Aveiro, Aveiro
Abstract :
The interest in DNA coding has been growing with the availability of extensive genomic databases. Although only two bits are sufficient to encode the four DNA bases, efficient lossless compression methods are still needed due to the size of DNA sequences and because standard compression algorithms do not perform well on DNA sequences. As a result, several specific coding methods have been proposed. Most of these methods are based on searching procedures for finding exact or approximate repeats. Low order finite-context models have only been used as secondary, fall back mechanisms. In this paper, we show that finite-context models can also be used as main DNA encoding methods. We propose a coding method based on two finite-context models that compete for the encoding of data, on a block by block basis. The experimental results confirm the effectiveness of the proposed method.
Keywords :
DNA; arithmetic codes; biology computing; data compression; scientific information systems; DNA coding; DNA sequence; arithmetic coding; fall back mechanism; finite-context model; genomic database; lossless compression method; Arithmetic; Availability; Bioinformatics; Biomedical signal processing; DNA; Encoding; Genomics; Humans; Proteins; Sequences; DNA coding; arithmetic coding; bioinformatics; finite-context modeling; source coding;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4959928