| Presentation | 2002/11/8 Estimating the Parameters of the Mixture of Proportional Hazards Models with Three Types of Data Won Young Yun, Jong Woon Kim, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Cox's proportional hazards model (PHM) has been widely applied in the analysis of lifetime data. It involves covariates influencing the times to the failure of a system. In this article, the covariates are assumed to be discrete random variables, and a mixed proportional hazards model is derived. We consider three types of data; one type of experimental data and two types of field data. We investigate estimation in the mixed PHM with these three types of data. We develop maximum likelihood techniques for joint estimation of distribution parameters, mixing proportions, and a regression parameter using the Expectation-Maximization(EM) algorithm. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Proportional hazards model / EM algorithm / Incomplete data / Estimation |
| Paper # | R2002-53 |
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| Conference Information | |
| Committee | R |
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| Conference Date | 2002/11/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Reliability(R) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimating the Parameters of the Mixture of Proportional Hazards Models with Three Types of Data |
| Sub Title (in English) | |
| Keyword(1) | Proportional hazards model |
| Keyword(2) | EM algorithm |
| Keyword(3) | Incomplete data |
| Keyword(4) | Estimation |
| 1st Author's Name | Won Young Yun |
| 1st Author's Affiliation | Department of Industrial Engineering, Pusan National University() |
| 2nd Author's Name | Jong Woon Kim |
| 2nd Author's Affiliation | Department of Industrial Engineering, Pusan National University |
| Date | 2002/11/8 |
| Paper # | R2002-53 |
| Volume (vol) | vol.102 |
| Number (no) | 454 |
| Page | pp.pp.- |
| #Pages | 6 |
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