Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model
The impact of high cost of living and movement of medical personnel in Nigeria to other countries. has a major impact on families/households. These has affected Person’s living with disabilities (PLWD) with special needs which require regular visitation to clinic and additional expenses. Therefore t...
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| Format: | Article |
| Language: | English |
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Nigerian Society of Physical Sciences
2024-07-01
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| Series: | African Scientific Reports |
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| Online Access: | https://asr.nsps.org.ng/index.php/asr/article/view/181 |
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| author | Abayomi Ajayi Olaniyi Olayiwola Fadeke Apantaku Idowu Osinuga Oluwaseun Wale-Orojo |
| author_facet | Abayomi Ajayi Olaniyi Olayiwola Fadeke Apantaku Idowu Osinuga Oluwaseun Wale-Orojo |
| author_sort | Abayomi Ajayi |
| collection | DOAJ |
| description | The impact of high cost of living and movement of medical personnel in Nigeria to other countries. has a major impact on families/households. These has affected Person’s living with disabilities (PLWD) with special needs which require regular visitation to clinic and additional expenses. Therefore this study proposed predictive models with generalized distributed (combination of normal and non-normal) error term under Two Stage Sampling. Data from the Nigeria Living Standard Survey (NLSS) 2018 on frequency of doctor’s visit and cost by households with difficulty in remembering were used. Logit Skewed Exponential Power (LSEP-II) were developed for two-level Random Effect Model using Bayesian framework. The parameters for LSEP-II were estimated using the Markov Chain Monte-Carlo (MCMC) algorithm with JAGS software. Cartograms were used to determine the spatial distribution for the proportion of doctor’s visit and cost using the predicted values. R-hat showed that the posterior distribution converges. The study revealed that Logit Skewed Exponential Power for two-level Random Effect Model modelled and predicted doctor’s visit and additional cost for PLWDs in two-Stage Stratified Random Sampling Design.
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| format | Article |
| id | doaj-art-ca536ce7b10c44a5afd8b67d5193fd71 |
| institution | Kabale University |
| issn | 2955-1625 2955-1617 |
| language | English |
| publishDate | 2024-07-01 |
| publisher | Nigerian Society of Physical Sciences |
| record_format | Article |
| series | African Scientific Reports |
| spelling | doaj-art-ca536ce7b10c44a5afd8b67d5193fd712025-08-20T03:31:34ZengNigerian Society of Physical SciencesAfrican Scientific Reports2955-16252955-16172024-07-013210.46481/asr.2024.3.2.181Predicting the needs of people living with a disability using the two-level logit-skewed exponential power modelAbayomi AjayiOlaniyi OlayiwolaFadeke ApantakuIdowu OsinugaOluwaseun Wale-OrojoThe impact of high cost of living and movement of medical personnel in Nigeria to other countries. has a major impact on families/households. These has affected Person’s living with disabilities (PLWD) with special needs which require regular visitation to clinic and additional expenses. Therefore this study proposed predictive models with generalized distributed (combination of normal and non-normal) error term under Two Stage Sampling. Data from the Nigeria Living Standard Survey (NLSS) 2018 on frequency of doctor’s visit and cost by households with difficulty in remembering were used. Logit Skewed Exponential Power (LSEP-II) were developed for two-level Random Effect Model using Bayesian framework. The parameters for LSEP-II were estimated using the Markov Chain Monte-Carlo (MCMC) algorithm with JAGS software. Cartograms were used to determine the spatial distribution for the proportion of doctor’s visit and cost using the predicted values. R-hat showed that the posterior distribution converges. The study revealed that Logit Skewed Exponential Power for two-level Random Effect Model modelled and predicted doctor’s visit and additional cost for PLWDs in two-Stage Stratified Random Sampling Design. https://asr.nsps.org.ng/index.php/asr/article/view/181Logit-Skewed exponential power distribution, People living with a disability, Hierarchical model |
| spellingShingle | Abayomi Ajayi Olaniyi Olayiwola Fadeke Apantaku Idowu Osinuga Oluwaseun Wale-Orojo Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model African Scientific Reports Logit-Skewed exponential power distribution, People living with a disability, Hierarchical model |
| title | Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model |
| title_full | Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model |
| title_fullStr | Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model |
| title_full_unstemmed | Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model |
| title_short | Predicting the needs of people living with a disability using the two-level logit-skewed exponential power model |
| title_sort | predicting the needs of people living with a disability using the two level logit skewed exponential power model |
| topic | Logit-Skewed exponential power distribution, People living with a disability, Hierarchical model |
| url | https://asr.nsps.org.ng/index.php/asr/article/view/181 |
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