Modeling and estimating individual and population obesity dynamics

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7227 LNCS, Issue , 2012, Pages 306-313

  Rahmandad, Hazhir ^a   Sabounchi, Nasim S ^a  

^a VIRGINIA POLYTECHNIC INSTITUTE AND STATE UNIVERSITY   (United States)

Author keywords

energy balance; Obesity; simulated method of moments; simulation; system dynamics

Indexed keywords

CALIBRATED MODEL; GENERIC DYNAMIC MODEL; LEVEL MODEL; MULTIPLE LEVELS; NATIONAL POLICIES; OBESITY; POLICY ANALYSIS; POPULATION LEVELS; POTENTIAL IMPACTS; SIMULATED METHOD OF MOMENTS; SIMULATION; SYSTEM DYNAMICS; UNCERTAIN PARAMETERS; WEIGHT CHANGE;

DISPENSERS; ENERGY BALANCE; METHOD OF MOMENTS; NUTRITION;

COMPUTER SIMULATION;

EID: 84859151009     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-29047-3_37     Document Type: Conference Paper

References (21)

1. Bray, G.A., Bouchard, C.: Handbook of obesity: etiology and pathophysiology. Marcel Dekker, New York (2004)
2. Ogden, C.L., et al.: Prevalence of overweight and obesity in the United States, 1999-2004. JAMA: The Journal of The American Medical Association 295(13), 1549-1555 (2006)
3. Huang, T.T., et al.: A systems-oriented multilevel framework for addressing obesity in the 21st century. Preventing Chronic Disease 6(3), 1-10 (2009)
4. Sterman, J.D.: Learning from evidence in a complex world. Am. J. Public Health 96(3), 505-514 (2006)
5. Kozusko, F.: Body weight setpoint, metabolic adaption and human starvation. Bulletin of Mathematical Biology 63(2), 393-403 (2001)
6. Christiansen, E., Garby, L., Sørensen, T.I.A.: Quantitative analysis of the energy requirements for development of obesity. Journal of Theoretical Biology 234(1), 99-106 (2005)
7. Flatt, J.-P.: Carbohydrate-Fat Interactions and Obesity Examined by a Two-Compartment Computer Model. Obesity 12(12), 2013-2022 (2004)
8. Hall, K.D.: Mechanisms of metabolic fuel selection: modeling human metabolism and body-weight change. IEEE Engineering in Medicine And Biology Magazine 29(1), 36-41 (2010)
9. Butte, N.F., Christiansen, E., Sorensen, T.I.A.: Energy Imbalance Underlying the Development of Childhood Obesity. Obesity 15(12), 3056-3066 (2007)
10. Abdel-Hamid, T.K.: Modeling the dynamics of human energy regulation and its implications for obesity treatment. System Dynamics Review 18(4), 431-471 (2002)
11. Christiansen, E., Garby, L.: Prediction of body weight changes caused by changes in energy balance. European Journal of Clinical Investigation 32(11), 826-830 (2002)
12. Thomas, D.M., et al.: A mathematical model of weight change with adaptation. Mathematical Biosciences and Engineering: MBE 6(4), 873-887 (2009)
13. Song, B., Thomas, D.M.: Dynamics of starvation in humans. Journal of Mathematical Biology 54(1), 27-43 (2007)
14. Kozusko, F.P.: The effects of body composition on setpoint based weight loss. Mathematical and Computer Modelling 35(9-10), 973-982 (2002)
15. Hall, K.D.: Predicting metabolic adaptation, body weight change, and energy intake in humans. American Journal of Physiology. Endocrinology and Metabolism 298(3), E449-E466 (2010)
16. Hall, K.D.: Computational model of in vivo human energy metabolism during semistarvation and refeeding. American Journal of Physiology. Endocrinology and Metabolism 291(1), E23-E37 (2006)
17. Chow, C.C., Hall, K.D.: The Dynamics of Human Body Weight Change. PLoS Computational Biology 4(3), e1000045 (2008)
18. Forbes, G.B.: Body fat content influences the body composition response to nutrition and exercise. Ann. N Y. Acad. Sci. 904, 359-365 (2000)
19. McFadden, D.: A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical-Integration. Econometrica 57(5), 995-1026 (1989)
20. Lee, B.S., Ingram, B.: Simulation Estimation of Time-Series Models. Journal of Econometrics 47(2-3), 197-205 (1991)
21. Duffie, D., Singleton, K.J.: Simulated Moments Estimation of Markov Models of Asset Prices. Econometrica 61(4), 929-952 (1993)