Using Em-Algorithm for Gene Classification

Verfasser / Beitragende:
[I. Sergienko, A. Gupal, A. Ostrovskiy]
Ort, Verlag, Jahr:
2015
Enthalten in:
Cybernetics and Systems Analysis, 51/1(2015-01-01), 41-50
Format:
Artikel (online)
ID: 605518467
LEADER caa a22 4500
001 605518467
003 CHVBK
005 20210128100725.0
007 cr unu---uuuuu
008 210128e20150101xx s 000 0 eng
024 7 0 |a 10.1007/s10559-015-9695-z  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s10559-015-9695-z 
245 0 0 |a Using Em-Algorithm for Gene Classification  |h [Elektronische Daten]  |c [I. Sergienko, A. Gupal, A. Ostrovskiy] 
520 3 |a The EM algorithm is considered for the problem of separation of distribution mixtures described by Markov chains, together with the related weighted likelihood maximization problem. Auxiliary algorithms are proposed to select the initial approximation and optimal number of mixture components, as well as a method to approximate the distribution mixture with given data using support vector machines. The results are applied to gene fragment classification. 
540 |a Springer Science+Business Media New York, 2015 
690 7 |a Markov chain  |2 nationallicence 
690 7 |a classification  |2 nationallicence 
690 7 |a gene  |2 nationallicence 
690 7 |a bioinformatics  |2 nationallicence 
690 7 |a nucleotide  |2 nationallicence 
690 7 |a exon  |2 nationallicence 
690 7 |a intron  |2 nationallicence 
690 7 |a likelihood  |2 nationallicence 
700 1 |a Sergienko  |D I.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
700 1 |a Gupal  |D A.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
700 1 |a Ostrovskiy  |D A.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
773 0 |t Cybernetics and Systems Analysis  |d Springer US; http://www.springer-ny.com  |g 51/1(2015-01-01), 41-50  |x 1060-0396  |q 51:1<41  |1 2015  |2 51  |o 10559 
856 4 0 |u https://doi.org/10.1007/s10559-015-9695-z  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s10559-015-9695-z  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Sergienko  |D I.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Gupal  |D A.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Ostrovskiy  |D A.  |u V. M. Glushkov Institute of Cybernetics, National Academy of Sciences of Ukraine, Kyiv, Ukraine  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Cybernetics and Systems Analysis  |d Springer US; http://www.springer-ny.com  |g 51/1(2015-01-01), 41-50  |x 1060-0396  |q 51:1<41  |1 2015  |2 51  |o 10559