Using Em-Algorithm for Gene Classification
Gespeichert in:
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)
Online Zugang:
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| 024 | 7 | 0 | |a 10.1007/s10559-015-9695-z |2 doi |
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| 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 | |
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| 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 | ||