Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland
dc.contributor.advisor | Bere, A. | |
dc.contributor.advisor | Sigauke, C. | |
dc.contributor.author | Nevhungoni, Thambeleni Portia | |
dc.date | 2018 | |
dc.date.accessioned | 2019-06-05T12:39:31Z | |
dc.date.available | 2019-06-05T12:39:31Z | |
dc.date.issued | 2019-05-18 | |
dc.description | M.Sc.(Statistics) | en_US |
dc.description | Department of Statistics | |
dc.description.abstract | This study explores the use of exible link functions in discrete survival models through a simulation study and an application to the Swaziland Demographic and Health Survey (SDHS) data. The objective of the research study is to perform simulation exercises in order to compare the e ectiveness of di erent families of link functions and to construct a discrete multilevel survival model for age at rst marriage among women in Swaziland using a exible link function. The Pareto hazard model, Pregibon and Gosset families of link functions were considered in models with and without unobserved heterogeneity. The Pareto model where the family parameter is estimated from the data was found to outperform the other models, followed by the Pregibon and the Gosset family of link functions. The results from both simulation study and real data analysis of the SDHS data illustrated that, misspecication of the link function causes bias on the estimation of results. This demonstrates the importance of choosing the right link. The ndings of this study reveal that women who are highly educated, stay in the Manzini and Shiselweni region, those who reside in urban areas were more likely to marry later compared to their counterparts in Swaziland. The results also reveal that the proportion of early rst marriages is declining since the di erence among birth cohorts is found to be very high, with women of younger cohorts getting married later compared to older women. | en_US |
dc.description.sponsorship | NRF | en_US |
dc.format.extent | 1 online resource (xii, 141 leaves : Illustrations (Some color) | |
dc.identifier.apacitation | Nevhungoni, T. P. (2019). <i>Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland</i>. (). . Retrieved from http://hdl.handle.net/11602/1346 | en_ZA |
dc.identifier.chicagocitation | Nevhungoni, Thambeleni Portia. <i>"Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland."</i> ., , 2019. http://hdl.handle.net/11602/1346 | en_ZA |
dc.identifier.citation | Nevhungoni, Thambeleni Portia (2018) Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland, University of Venda, South Africa.<http://hdl.handle.net/11602/1346>. | |
dc.identifier.ris | TY - Dissertation AU - Nevhungoni, Thambeleni Portia AB - This study explores the use of exible link functions in discrete survival models through a simulation study and an application to the Swaziland Demographic and Health Survey (SDHS) data. The objective of the research study is to perform simulation exercises in order to compare the e ectiveness of di erent families of link functions and to construct a discrete multilevel survival model for age at rst marriage among women in Swaziland using a exible link function. The Pareto hazard model, Pregibon and Gosset families of link functions were considered in models with and without unobserved heterogeneity. The Pareto model where the family parameter is estimated from the data was found to outperform the other models, followed by the Pregibon and the Gosset family of link functions. The results from both simulation study and real data analysis of the SDHS data illustrated that, misspecication of the link function causes bias on the estimation of results. This demonstrates the importance of choosing the right link. The ndings of this study reveal that women who are highly educated, stay in the Manzini and Shiselweni region, those who reside in urban areas were more likely to marry later compared to their counterparts in Swaziland. The results also reveal that the proportion of early rst marriages is declining since the di erence among birth cohorts is found to be very high, with women of younger cohorts getting married later compared to older women. DA - 2019-05-18 DB - ResearchSpace DP - Univen KW - Flexible families of link functions KW - Discrete survival models KW - Heterogeneity KW - Simulation study KW - Misspeciation of the link function LK - https://univendspace.univen.ac.za PY - 2019 T1 - Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland TI - Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland UR - http://hdl.handle.net/11602/1346 ER - | en_ZA |
dc.identifier.uri | http://hdl.handle.net/11602/1346 | |
dc.identifier.vancouvercitation | Nevhungoni TP. Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland. []. , 2019 [cited yyyy month dd]. Available from: http://hdl.handle.net/11602/1346 | en_ZA |
dc.language.iso | en | en_US |
dc.rights | University of Venda | |
dc.subject | Flexible families of link functions | en_US |
dc.subject | Discrete survival models | en_US |
dc.subject | UCTD | en_ZA |
dc.subject | Heterogeneity | en_US |
dc.subject | Simulation study | en_US |
dc.subject | Misspeciation of the link function | en_US |
dc.subject.ddc | 306.81096887 | |
dc.subject.lcsh | Women -- Swaziland | |
dc.subject.lcsh | Marriage -- Swaziland | |
dc.subject.lcsh | Married people -- Swaziland | |
dc.subject.lcsh | Married women -- Swaziland | |
dc.title | Discrete survival models with flexible link functions for age at first marriage among woman in Swaziland | en_US |
dc.type | Dissertation | en_US |