An ANFIS-based model for predicting adequacy of vancomycin regimen using improved genetic algorithm

Expert Systems with Applications

Volumn 38, Issue 10, 2011, Pages 13050-13056

  Ho, Wen Hsien ^a   Chen, Jian Xun ^b   Lee, I Nong ^a   Su, Hui Chen ^c  

^a KAOHSIUNG MEDICAL UNIVERSITY   (Taiwan)

^b CHANG JUNG CHRISTIAN UNIVERSITY   (Taiwan)

^c CHI MEI MEDICAL CENTER   (Taiwan)

Author keywords

Adaptive network based fuzzy inference system (ANFIS); Genetic algorithm (GA); Predicting model; Vancomycin

Indexed keywords

ADAPTIVE NETWORK BASED FUZZY INFERENCE SYSTEM; ANFIS MODEL; CLINICAL DATABASE; HYBRID TAGUCHI-GENETIC ALGORITHMS; IMPROVED GENETIC ALGORITHMS; LOGISTIC REGRESSION MODELS; MODEL-BASED; OUTPUT LAYER; PERFORMANCE CRITERION; PREDICTING MODEL; PREDICTION ACCURACY; TRAINING ACCURACY; VANCOMYCIN;

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS; FORECASTING; FUZZY INFERENCE; FUZZY SYSTEMS; INFERENCE ENGINES; INTELLIGENT CONTROL; REGRESSION ANALYSIS;

GENETIC ALGORITHMS;

EID: 79957987865     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.04.109     Document Type: Article

References (25)

1. B.A. Cunha, R. Quintiliani, J.M. Deglin, M.W. Izard, and C.H. Nightingale Pharmacokinetics of vancomycin in anuria Reviews of Infectious Diseases 3 1981 269 272
2. M. Gen, and R. Cheng Genetic algorithms and engineering design 1997 John Wiley and Sons New York
3. D.P. Healy, R.E.M. Polk, L. Garson, D.T. Rock, and T.J. Comstock Comparison of steady-state pharmacokinetics of two dosage regimens of vancomycin in normal volunteers Antimicrobial Agents and Chemotherapy 31 1987 393 397 (Pubitemid 17027127)
4. W.H. Ho, and C.S. Chang Genetic-algorithm-based artificial neural network modeling for platelet transfusion requirements on acute myeloblastic leukemia patients Expert Systems with Applications 38 2011 6319 6323
5. W.H. Ho, J.H. Chou, and C.Y. Guo Parameter identification of chaotic systems using improved differential evolution algorithm Nonlinear Dynamic 61 2010 29 41
6. W.H. Ho, J.T. Tsai, and J.H. Chou Robust quadratic-optimal control of TS-fuzzy-model-based dynamic systems with both elemental Parametric uncertainties and norm-bounded approximation error IEEE Transactions on Fuzzy Systems 17 2009 518 531
7. W.H. Ho, J.T. Tsai, G.M. Hsu, and J.H. Chou Process parameters optimization: A design study for TiO2 thin film of vacuum sputtering process IEEE Transactions on Automation Science and Engineering 7 2010 143 146
8. W.H. Ho, J.T. Tsai, B.T. Lin, and J.H. Chou Adaptive network-based fuzzy inference system for prediction of surface roughness in end milling process using hybrid Taguchi-genetic learning algorithm Expert Systems with Applications 36 2009 3216 3222
9. P.J.H. Hu, C.P. Wei, T.H. Cheng, and J.X. Chen Predicting adequacy of vancomycin regimens: A learning-based classification approach to improving clinical decision making Decision Support Systems 43 2007 1226 1241
10. J.S.R. Jang, C.T. Sun, and E. Mizutani Neuro-fuzzy and soft computing 2004 Pearson Education Taipei
11. R.W. Jelliffe, A. Schumitzky, M. Van Guilder, M. Liu, L. Hu, and P. Maire Individualizing drug dosage regimens: Roles of population pharmacokinetic and dynamic models, Bayesian fitting, and adaptive control Therapeutic Drug Monitoring 15 1993 380 393 (Pubitemid 23297240)
12. D.J. Krogstad, R.C. Moeliering, and D.J. Greenblatt Single-dose kinetics of intravenous vancomycin Journal of Clinical Pharmacology 20 1980 197 201 (Pubitemid 10113452)
13. W.G. Leader, M.H. Chandler, and M. Castiglia Pharmacokinetic optimisation of vancomycin therapy Clinical Pharmacokinetics 28 1995 327 342
14. G.R. Matzke, J.M. Kovarik, M.J. Rybak, and S.C. Boike Evaluation of the vancomycin-clearance: Creatinine-clearance relationship for predicting vancomycin dosage Clinical Pharmacy 4 1985 311 315 (Pubitemid 15025314)
15. M. Michel, and L. Gutmann Methicillin-resistance Staphylococcus aureus and vancomycin-resistant enterococci: therapeutic realities and possibilities The Lancet 349 1997 1901 1906 (Pubitemid 27270132)
16. R.C. Moellering, D.J. Krogstad, and D.J. Greenblatt Vancomycin therapy in patients with impaired renal function: A nomogram for dosage Annuals of Internal Medicine 94 1981 343 346 (Pubitemid 11137075)
17. National Reporting System of Adverse Drug Reactions, 2010. http://adr.doh.gov.tw, Taiwan.
18. R.D. Pryka, K.A. Rodvold, M. Garrison, and J.C. Rotschafer Individualizing vancomycin dosage regimens: One-versus twocompartment Bayesian models Therapeutic Drug Monitoring 11 1989 450 454 (Pubitemid 19157206)
19. G.S. Taguchi, Chowdhury, and S. Taguchi Robust engineering 2000 McGraw-Hill New York
20. J.T. Tsai, T.K. Liu, and J.H. Chou Hybrid Taguchi-genetic algorithm for global numerical optimization IEEE Transactions on Evolutionary Computation 8 2004 365 377
21. J.T. Tsai, J.H. Chou, and T.K. Liu Tuning the structure and parameters of a neural network by using hybrid Taguchi-genetic algorithm IEEE Transactions on Neural Networks 17 2006 69 80
22. J.T. Tsai, W.H. Ho, and J.H. Chou Design of two-dimensional IIR digital structure-specified filters by using an improved genetic algorithm Expert Systems with Applications 36 2009 6928 6934
23. J.L. Vincent, D.J. Bihari, P.M. Suter, H.A. Bruining, J. White, and M.H. Nicolas-Chanoin The prevalence of nosocomial infection in intensive care units in Europe: results of the European prevalence of infection in intensive care (EPIC) study. EPIC International Advisory Committee The Journal of the American Medical Association 274 1995 639 644
24. M.E. Winter Basic clinical pharmacokinetics 2003 Lippincott Williams and Wilkins
25. Y. Wu Taguchi methods for robust design 2000 The American Society of Mechanical Engineers New York