Coupling Simulation with Machine Learning: A Hybrid Approach for Elderly Discharge Planning

作者: Mahmoud Elbattah , Owen Molloy

DOI: 10.1145/2901378.2901381

关键词: Population ageingDiscrete event simulationHealth careScheme (programming language)Machine learningSimulation modelingContext (language use)Computer scienceArtificial intelligencePredictive powerPopulation

摘要: … In this respect, we embraced machine learning in an attempt to realise a higher level of model reality. Given historical patient records, machine learning models were trained to make …

参考文章(30)
Jan Englert, Kenneth M. Davis, Karen E. Koch, Using Clinical Practice Analysis to Improve Care The Joint Commission Journal on Quality Improvement. ,vol. 27, pp. 291- 301 ,(2001) , 10.1016/S1070-3241(01)27025-4
Nathalie Japkowicz, Learning from Imbalanced Data Sets: A Comparison of Various Strategies * International Workshop on Learning from Imbalanced Data Sets. ,(2000)
Steve Sarsfield, The Data Governance Imperative ,(2009)
Amr Arisha, Waleed Abo-Hamad, Mohamed A. F. Ragab, Capacity Planning for Elderly Care in Ireland Using Simluation Modeling international conference on advances in system simulation. pp. 84- 91 ,(2012) , 10.21427/D7FV30
Handbook of Research on Discrete Event Simulation Environments: Technologies and Applications Handbook of Research on Discrete Event Simulation Environments: Technologies and Applications 1st. pp. 585- 585 ,(2009) , 10.4018/978-1-60566-774-4
Nathalie Japkowicz, Shaju Stephen, The class imbalance problem: A systematic study intelligent data analysis. ,vol. 6, pp. 429- 449 ,(2002) , 10.3233/IDA-2002-6504
Grant E. O'Keefe, Gregory J. Jurkovich, Ronald V. Maier, Defining excess resource utilization and identifying associated factors for trauma victims. Journal of Trauma-injury Infection and Critical Care. ,vol. 46, pp. 473- 478 ,(1999) , 10.1097/00005373-199903000-00023
M Rosenberg, J Everitt, Planning for aging populations: inside or outside the walls Progress in Planning. ,vol. 56, pp. 119- 168 ,(2001) , 10.1016/S0305-9006(01)00014-9
B. Gullberg, O. Johnell, J.A. Kanis, World-wide Projections for Hip Fracture Osteoporosis International. ,vol. 7, pp. 407- 413 ,(1997) , 10.1007/PL00004148
C. Cooper, G. Campion, L. J. Melton, Hip fractures in the elderly: A world-wide projection Osteoporosis International. ,vol. 2, pp. 285- 289 ,(1992) , 10.1007/BF01623184