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Original Articles

Rescue inhaler usage prediction in smart asthma management systems using joint mixed effects logistic regression model

, &
Pages 333-346 | Received 16 Jun 2014, Accepted 05 Jul 2015, Published online: 06 Jan 2016

References

  • Agresti, A. (2001) Categorical Data Analysis, Wiley, New York, NY.
  • Andersen, P.K. and Gill, R.D. (1982) Cox's regression model for counting processes: a large sample study. Annals of Mathematical Statistics, 10, 1100–1120.
  • Banjevic, D. and Jardin, A.K.S. (2006) Calculation of reliability function and remaining useful life for a Markov failure time process. IMA Journal of Management Mathematics, 17, 115–130.
  • Boggs, P.B., Wheeler, D., Washburne, W.F. and Hayati, F. (1998) Peak expiratory flow rate control chart in asthma care: chart construction and use in asthma care. Annals of Allergy, Asthma & Immunology, 81(6), 552–562.
  • Casper, G. and Brennan, P. (2013) Project HealthDesign: a preliminary program-level report, in AMIA Annual Symposium Proceedings, American Medical Informatics Association, Washington, D.C., pp. 192–199.
  • Centers for Disease Control and Prevention. (2007) Behavioral risk factor surveillance system survey data. Available at: http://www.cdc.gov/asthma/adultasthma/2007. Accessed March 25, 2014.
  • Chen, N. and Tsui, K.L. (2013) Condition monitoring and remaining useful life prediction using degradation signals: revisited. IIE Transactions, 45(9), 939–952.
  • Cook, R. and Lawless, J. (2006) The Statistical Analysis of Recurrent Events, Springer, New York, NY.
  • Duchateau, L., Janssen, P., Kezic, I. and Fortpied, C. (2003) Evolution of recurrent asthma event rate over time in frailty models. Journal of the Royal Statistical Society: Series C (Applied Statistics), 52(3), 355–363.
  • Edward, J. and Parry, M. (1993) On the use of polynomial regression equations as an alternative to difference scores in organizational research. Academy of Management Journal, 36(6), 1577–1613.
  • Gebraeel, N., Lawley, M., Li, R. and Ryan, J. (2005) Residual-life distribution from component degradation signals: a Bayesian approach. IIE Transactions, 3(4), 543–557.
  • Hougaard, P. (2000) Analysis of Multivariate Survival Data, Springer, New York, NY.
  • Hsiesh, F., Tseng, Y-K. and Wang, J-L. (2006) Joint modeling of survival and longitudinal data: likelihood approach revisited. Biometrics, 62, 1037–1043.
  • Laird, N.M. and Ware, J.H. (1982) Random-effects models for longitudinal data. Biometrics, 38(4), 963–974.
  • Le, T., Cheng, C., Sangasoongsong, A., Wongdhamma, W. and Bukkapatnam, S. (2013) Wireless wearable multisensory suite and real-time prediction of obstructive sleep apnea episodes. IEEE Journal of Translational Engineering in Health and Medicine, 1, 2700109–2700109.
  • Meeker, W.Q. and Escobar, L.A. (1998) Statistical Methods for Reliability Data, Wiley, New York, NY.
  • Morjaria, J. and Polosa, R. (2010) Recommendation for optimal management of severe refractory asthma. Journal of Asthma and Allergy, 3, 43–56.
  • National Heart, Lung, and Blood Institute. (2007) Expert Panel Report 3: Guidelines for the Diagnosis and Management of Asthma. U.S. Department of Health and Human Services, Washington, DC.
  • Nunn, A.J. and Gregg, I. (1989) New regression equations for predicting peak expiratory flow in adults. British Medical Journal, 298(6680), 1068–1070.
  • Plottel, C.S. (2010) 100 Questions & Answers About Asthma, second edition, Jones & Bartlett Publishers, Sudbury, MA.
  • Polson, N. and Scott, J. (2011) Default Bayesian analysis for multi-way tables: a data-augmentation approach. arXiv: 1109.4180v1.
  • Polson, N. and Scott, J. (2013) Bayesian inference for logistic models using polya-gamma latent variables. Journal of the American Statistical Association, 108(504), 1339–1349.
  • Prentice, R.L., Williams, B.J. and Peterson, A.V. (1981) On the regression analysis of multivariate failure time data. Biometrika, 68, 373–379.
  • Rasmussen, L.M., Phanareth, K., Nolte, H. and Backer, V. (2005) Internet-based monitoring of asthma: a long-term, randomized clinical study of 300 asthmatic subjects. Journal of Allergy and Clinical Immunology, 115(6), 1137–1142.
  • Rizoloulos, D. and Verbeke, G. (2008) Shared parameter models under random effects misspecification. Biometrika, 95(1), 63–74.
  • Saint-Pierre, P., Combescure, C., Daurès, J.P. and Godard, P. (2003) The analysis of asthma control under a Markov assumption with use of covariates. Statistics in Medicine, 22(24), 3755–3770.
  • Saxena, A., Celaya, J., Balaban, E., Goebel, K., Saha, B., Saha, S. and Schwabacher, M. (2008) Metrics for evaluating performance of prognostic techniques, in Proceedings of the International Conference on Prognostics and Health Management, Denver, CO, pp. 1–17. Retrieved from http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4711436.
  • Seto, E.Y.W., Giani, A., Shia, V., Wang, C., Yan, P., Yang, A.Y., Jerrett, M. and Bajcsy, R. (2009) A wireless body sensor network for the prevention and management of asthma, in The IEEE International Symposium on Industrial Embedded Systems Denver, CO, pp. 120–123, IEEE Press, Piscataway, NJ. Retrieved from http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4711436.
  • Si, X., Wang, W., Hu, C. and Zhou, D. (2011) Remaining useful life estimation—a review on the statistical data driven approaches. European Journal of Operational Research, 213, 1–14.
  • Si, X., Wang, W., Hu, C. and Zhou, D. (2012) Remaining useful life estimation based on a nonlinear diffusion degradation process. IEEE Transactions on Reliability, 61(1), 50–67.
  • Singer, J.D. and Willet, J.B. (2003) Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence, Oxford University Press, New York, NY.
  • Son, J., Zhou, Q., Zhou, S., Mao, X. and Salman, M. (2013) Evaluation and comparison of mixed effects model based prognosis for hard failure. IEEE Transactions on Reliability, 62(2), 379–394.
  • Therneau, T., Grambsch, P. and Pankratz, V.S. (2003) Penalized survival models and frailty. Journal of Computational and Graphical Statistics, 12, 156–175.
  • Turner, R.M., Hayen, A., Macaskill, P., Irwig, L. and Reddel, H.K. (2012) Control charts demonstrated limited utility for the monitoring of lung function in asthma. Journal of Clinical Epidemiolgy, 65(1), 53–61.
  • Ullah, S., Gabbett, T. and Finch, C. (2014) Statistical modeling for recurrent events: an application to sports injuries. British Journal of Sports Medicine, 48(17), 1287–1293.
  • Villegas, R., Julia, O. and Ocana, J. (2013) Empirical study of correlated survival times for recurrent events with proportional hazards margins and the effect of correlation and censoring. BMC Medical Research Methodology, 13, 1–10.
  • Wei, L.J. and Glidden, D.V. (1997) An overview of statistical methods for multiple failure time data in clinical trials. Statistics in Medicine, 16, 833–839.
  • Wei, L.J., Lin, D.Y. and Weissfeld, L. (1989) Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. Journal of American Statistics Association, 84, 1065–1073.
  • Wulfsohn, M. and Tsiatis, A. (2001) A joint model for survival and longitudinal data measured with error. Biometrics, 53, 330–339.
  • Yu, M., Law, N., Taylor, J. and Sandler, H. (2004) Joint longitudinal-survival-curve models and their application to prostate cancer. Statistica Sinica, 14, 835–862.
  • Zhou, Q., Son, J., Zhou, S., Mao, X. and Salman, M. (2014) Remaining useful life prediction of individual units subject to hard failure. IIE Transactions, 46(10), 1017–1030.

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