Analysis of overdispersed antenatal health care count data

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Hossain, Zakir and Kabir, Enamul. 2019. "Analysis of overdispersed antenatal health care count data." Melbourne International Business and Social Science Research Conference 2019. Melbourne, Australia 28 - 30 Sep 2019 Australia.
Paper/Presentation Title

Analysis of overdispersed antenatal health care count data

Presentation TypeOther
AuthorsHossain, Zakir (Author) and Kabir, Enamul (Author)
Journal or Proceedings TitleProceedings of the Melbourne International Business and Social Science Research Conference 2019
Number of Pages1
Year2019
Place of PublicationAustralia
Conference/EventMelbourne International Business and Social Science Research Conference 2019
Event Details
Melbourne International Business and Social Science Research Conference 2019
Event Date
28 to end of 30 Sep 2019
Event Location
Melbourne, Australia
Abstract

Overdispersion (or greater variability) in count data analysis is very common in many practical fields of health sciences. Ignorance of the presence of overdispersion by the researchers in such data analysis may cause misleading inferences and thus lead to incorrect interpretations of the results. Researchers should account for the consequences of overdispersion and need to select the correct choice of models for the analysis of such data. In this paper, Generalized Linear Models (GLMs) are applied in modelling and analysis of antenatal care (ANC) count data extracted from the Bangladesh Demographic and Health Survey (BDHS) 2014. Pearson chi-square and different score tests are used to investigate the effect of overdispersion in the analysis. Overdispersion is found to be significant in the antenatal health care count data and so appropriate modelling is used to produce valid inferences for the regression parameters. The zero-truncated negative binomial regression (0-NBR) is found to be the best choice for analysing such data while excluding zero counts. Study findings reveal that place of residence, order of birth, exposure to mass media, wealth index and education of mother have significant impacts on the ANC status of women during pregnancy in Bangladesh.

Keywordsoverdispersion, Pearson chi-square, antenatal care, zero-truncated negative binomial regression and incidence rate ratio
ANZSRC Field of Research 2020429999. Other health sciences not elsewhere classified
Public Notes

Oral presentation - Abstract only published in Proceedings. No evidence of copyright restrictions preventing deposit of Accepted Abstract.

Byline AffiliationsUniversity of Dhaka, Bangladesh
School of Agricultural, Computational and Environmental Sciences
Institution of OriginUniversity of Southern Queensland
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Biswas, Raaj Kishore and Kabir, Enamul. 2017. "Influence of distance between residence and health facilities on non-communicable diseases: an assessment over hypertension and diabetes in Bangladesh." PLoS One. 12 (5). https://doi.org/10.1371/journal.pone.0177027
What factors should we focus on to prevent progression from healthy to unhealthy BMI in Australian women?
Brown, Wendy, Kabir, Enamul, Clark, Bronwyn and Gomersall, Sjaan. 2016. "What factors should we focus on to prevent progression from healthy to unhealthy BMI in Australian women?" 6th International Congress on Physical Activity and Public Health (ISPAH 2016). Bangkok, Thailand 16 - 19 Nov 2016 Thailand.
Microaggregation sorting framework for k-anonymity statistical disclosure control in cloud computing
Kabir, Md Enamul, Mahmood, Abdun Naser, Mustafa, Abdul K. and Wang, Hua. 2020. "Microaggregation sorting framework for k-anonymity statistical disclosure control in cloud computing." IEEE Transactions on Cloud Computing. 8 (2), pp. 408-417. https://doi.org/10.1109/TCC.2015.2469649
Modeling of agricultural drought risk pattern using Markov chain and GIS in the western part of Bangladesh
Kamruzzaman, Md., Kabir, Md Enamul, Rahman, A. T. M. Sakiur, Jahan, Chowdhury Sarwar, Mazumder, Quamrul Hasan and Rahman, M. Sayedur. 2018. "Modeling of agricultural drought risk pattern using Markov chain and GIS in the western part of Bangladesh." Environment, Development and Sustainability: a multidisciplinary approach to the theory and practice of sustainable development. 20 (2), pp. 569-588. https://doi.org/10.1007/s10668-016-9898-0
Trade-off between Type I error and power: a requirement of robust technique for analysing ordinal outcomes
Biswas, Raaj, King, Rachel and Kabir, Enamul. 2016. "Trade-off between Type I error and power: a requirement of robust technique for analysing ordinal outcomes." Australian Statistical Conference 2016. Canberra, Australia 05 - 09 Dec 2016 Australia.
Maintaining a healthy BMI: data from a 16-year study of young Australian women
Brown, Wendy J., Kabir, Enamul, Clark, Bronwyn K. and Gomersall, Sjaan R.. 2016. "Maintaining a healthy BMI: data from a 16-year study of young Australian women." American Journal of Preventive Medicine. 51 (6), pp. e165-e178. https://doi.org/10.1016/j.amepre.2016.09.007
Spatio-temporal analysis of climatic variables in the western part of Bangladesh
Kamruzzaman, Md., Rahman, A. T. M. Sakiur, Ahmed, Md. Shakil, Kabir, Md Enamul, Mazumder, Quamrul Hasan, Rahman, M. Sayedur and Jahan, Chowdhury Sarwar. 2018. "Spatio-temporal analysis of climatic variables in the western part of Bangladesh." Environment, Development and Sustainability: a multidisciplinary approach to the theory and practice of sustainable development. 20 (1), pp. 89-108. https://doi.org/10.1007/s10668-016-9872-x
New multi-dimensional sorting based k-anonymity microaggregation for statistical disclosure control
Mahmood, Abdun Naser, Kabir, Md Enamul and Mustofa, Abdul K.. 2013. "New multi-dimensional sorting based k-anonymity microaggregation for statistical disclosure control." 8th International ICST Conference, SecureComm 2012: Security and Privacy in Communication Networks. Padua, Italy 03 - 05 Sep 2012 https://doi.org/10.1007/978-3-642-36883-7_16
Modelling corporate stakeholder orientation: does the relationship between stakeholder background characteristics and corporate social performance matter?
Erdiaw-Kwasie, Michael O., Alam, Khorshed and Kabir, Enamul. 2017. "Modelling corporate stakeholder orientation: does the relationship between stakeholder background characteristics and corporate social performance matter?" Business Strategy and the Environment. 26 (4), pp. 465-479. https://doi.org/10.1002/bse.1930
Shewhart control chart for individual measurement: an application in a weaving mill
Biswas, Raaj Kishore, Masud, Mohammad Shahed and Kabir, Enamul. 2015. "Shewhart control chart for individual measurement: an application in a weaving mill." Melbourne International Business and Social Science Research Conference 2015. Melbourne, Australia 02 - 04 Oct 2015 Australia.
Epileptic seizure detection from EEG signals using logistic model trees
Kabir, Enamul, Siuly, . and Zhang, Yanchun. 2016. "Epileptic seizure detection from EEG signals using logistic model trees." Brain Informatics. 3 (2), pp. 93-100. https://doi.org/10.1007/s40708-015-0030-2
Cluster analysis of behavioural weight management strategies and associations with weight change in young women: a longitudinal analysis
Madigan, C. D., Daley, A. J., Kabir, E., Aveyard, P. and Brown, W.. 2015. "Cluster analysis of behavioural weight management strategies and associations with weight change in young women: a longitudinal analysis." International Journal of Obesity. 39 (11), pp. 1601-1606. https://doi.org/10.1038/ijo.2015.116
Exploring sampling in the detection of multicategory EEG signals
Siuly, Siuly, Kabir, Enamul, Wang, Hua and Zhang, Yanchun. 2015. "Exploring sampling in the detection of multicategory EEG signals." Computational and Mathematical Methods in Medicine. 2015. https://doi.org/10.1155/2015/576437
K−means clustering microaggregation for statistical disclosure control
Kabir, Md Enamul, Mahmood, Abdur Naser and Mustafa, Abdul K.. 2012. "K−means clustering microaggregation for statistical disclosure control." 2012 International Conference on Advances in Computing (ICADC 2012). Bangalore 04 - 06 Jul 2012 https://doi.org/10.1007/978-81-322-0740-5_135
Novel iterative min-max clustering to minimize information loss in statistical disclosure control
Mahmood, Abdun Naser, Kabir, Md Enamul and Mustafa, Abdul K.. 2014. "Novel iterative min-max clustering to minimize information loss in statistical disclosure control." 10th International Conference on Security and Privacy in Communication Networks (SecureComm 2014). Beijing, China 24 - 26 Sep 2014 Germany. https://doi.org/10.1007/978-3-319-23802-9_14
A statistical framework for intrusion detection system
Kabir, Md Enamul and Hu, Jiankun. 2014. "A statistical framework for intrusion detection system." Zhang, Defu (ed.) 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2014). Xiamen, China 19 - 21 Aug 2014 Piscataway, NJ. United States. https://doi.org/10.1109/FSKD.2014.6980966
A role-involved purpose-based access control model
Kabir, Md Enamul, Wang, Hua and Bertino, Elisa. 2012. "A role-involved purpose-based access control model." Information Systems Frontiers: a journal of research and innovation. 14 (3), pp. 809-822. https://doi.org/10.1007/s10796-011-9305-1
Microdata protection method through microaggregation: a systematic approach
Kabir, Md Enamul and Wang, Hua. 2012. "Microdata protection method through microaggregation: a systematic approach." Journal of Software. 7 (11), pp. 2415-2422. https://doi.org/10.4304/jsw.7.11.2415-2423
A conditional purpose-based access control model with dynamic roles
Kabir, Md Enamul, Wang, Hua and Bertino, Elisa. 2011. "A conditional purpose-based access control model with dynamic roles." Expert Systems with Applications. 38 (3), pp. 1482-1489. https://doi.org/10.1016/j.eswa.2010.07.057
Efficient systematic clustering method for k-anonymization
Kabir, Md Enamul, Wang, Hua and Bertino, Elisa. 2011. "Efficient systematic clustering method for k-anonymization." Acta Informatica. 48 (1), pp. 51-66. https://doi.org/10.1007/s00236-010-0131-6
Access control management and privacy-preserving
Kabir, Md Enamul. 2010. Access control management and privacy-preserving. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
Estimation of univariate normal mean using p-value
Kabir, Md Enamul and Khan, Shahjahan. 2007. "Estimation of univariate normal mean using p-value." 9th Islamic Countries Conference on Statistical Sciences. Shah Alam, Malaysia 12 - 14 Dec 2007 Kuala Lumpur, Malaysia.
Microdata protection method through microaggregation: a median-based approach
Kabir, Md Enamul and Wang, Hua. 2011. "Microdata protection method through microaggregation: a median-based approach." Information Security Journal: a Global Perspective. 20 (1), pp. 1-8. https://doi.org/10.1080/19393555.2010.515288
Systematic clustering-based microaggregation for statistical disclosure control
Kabir, Md Enamul and Wang, Hua. 2010. "Systematic clustering-based microaggregation for statistical disclosure control." NSS 2010: 4th International Conference on Network and System Security . Melbourne, Australia 01 - 03 Sep 2010 Washington, DC, USA. https://doi.org/10.1109/NSS.2010.66
A pairwise systematic microaggregation for statistical disclosure control
Kabir, Md Enamul, Wang, Hua and Zhang, Yanchun. 2010. "A pairwise systematic microaggregation for statistical disclosure control." Webb, Geoffrey I., Liu, Bing, Zhang, Chengqi, Gunopulos, Dimitrios and Wu, Xindong (ed.) 10th IEEE International Conference on Data Mining (ICDM 2010). Sydney, Australia 14 - 17 Dec 2010 Los Alamitos, CA. United States. https://doi.org/10.1109/ICDM.2010.111
A conditional role-involved purpose-based access control model
Kabir, Md Enamul, Wang, Hua and Bertino, Elisa. 2011. "A conditional role-involved purpose-based access control model." Journal of Organizational Computing and Electronic Commerce. 21 (1), pp. 71-91. https://doi.org/10.1080/10919392.2011.541007
Systematic clustering method for l-diversity model
Kabir, Md Enamul, Wang, Hua, Bertino, Elisa and Chi, Yunxiang. 2010. "Systematic clustering method for l-diversity model." Shen, Heng Tao and Bouguettaya, Athman (ed.) ADC 2010: 21st Australasian Conference on Database Technologies. Brisbane, Australia 18 - 22 Jan 2010 Sydney, Australia.
Conditional purpose based access control model for privacy protection
Kabir, Md Enamul and Wang, Hua. 2009. "Conditional purpose based access control model for privacy protection." Bouguettaya, Athman and Lin, Xuemin (ed.) ADC 2009: 20th Australasian Conference on Australasian Database. Wellington, New Zealand 20 - 23 Jan 2009 Sydney, Australia.
Distribution of future location vector and residual sum of squares for multivariate location-scale model with spherically contoured errors
Khan, Shahjahan and Kabir, Md Enamul. 2006. "Distribution of future location vector and residual sum of squares for multivariate location-scale model with spherically contoured errors." Journal of Statistical Theory and Applications. 5 (2), pp. 91-104.