| Title |
On structured initial solution generation for phase-type fitting with EM method |
| Authors |
Bražėnas, M ; Valakevičius, E |
| DOI |
10.5755/j01.itc.47.2.18169 |
| Full Text |
|
| Is Part of |
Information technology and control = Informacinės technologijos ir valdymas.. Kaunas : KTU. 2018, vol. 47, no. 2, p. 197-208.. ISSN 1392-124X. eISSN 2335-884X |
| Keywords [eng] |
phase-type fitting ; expectation maximization ; structure generation ; sparse representation |
| Abstract [eng] |
The choice of initial solutions when fitting with a phase-type distribution (PH), using the expectation maximization method (EM) is investigated. It is known that the EM method can converge to a local solution, especially when fitting with a general structure. The problem of how to choose an initial solution for which the EM method would converge to a global solution is still open. We contribute to the research of this problem by studying the use of structures for initial solution generation. The proposed approach is tested by fitting with four state phase-type distributions (PH(4)). Numerical results show that the EM method converges faster from initial solutions of various structures. |
| Published |
Kaunas : KTU |
| Type |
Journal article |
| Language |
English |
| Publication date |
2018 |
| CC license |
|
