Tj. Woodruff et Fy. Bois, OPTIMIZATION ISSUES IN PHYSIOLOGICAL TOXICOKINETIC MODELING - A CASE-STUDY WITH BENZENE, Toxicology letters, 69(2), 1993, pp. 181-196
This paper compares two methods for global optimization of physiologic
ally based toxicokinetic models: Monte Carlo optimization, which searc
hes randomly for the optimum; and the simplex method, which updates sy
stematically an array of parameter values. Two measures of goodness-of
-fit are also contrasted: criterion function and likelihood. A 14-para
meter model of benzene distribution in rats is used to illustrate thes
e techniques. Simplex optimization yields better fits overall. However
, the measurement of uncertainty offered by Monte Carlo simulations is
a major argument in favor of their use.