IDENTIFIABILITY: THE FIRST STEP IN PARAMETER ESTIMATION.

被引:0
|
作者
Jacquez, John A. [1 ]
机构
[1] Univ of Michigan, Ann Arbor, MI, USA, Univ of Michigan, Ann Arbor, MI, USA
关键词
SYSTEMS SCIENCE AND CYBERNETICS - Identification;
D O I
暂无
中图分类号
学科分类号
摘要
Hypothesis testing in work on membrane transport, receptor reactions and metabolic pathways involves the development of kinetic models and estimation of their parameters. The latter includes estimation of parameters not directly observable, i. e. , inaccessible parameters. Given a model, a major goal in the design of experiments is to devise experiments that allow one to estimate the needed parameters. For any given experiment, one has to determine the required parameters; that, is the identifiability problem. Identifiability is an a priori problem and can be tested before doing the experiments. A direct approach is by way of the relation between the basic parameters of the model and experiment and the observational parameters. The application of this theory will be illustrated with a few examples, starting with Michaelis-Menten kinetics.
引用
收藏
相关论文
共 50 条
  • [21] Parameter Estimation and Identifiability of a HIV-1 Model
    Portelo, A.
    Lemos, J. M.
    Vinga, S.
    Ribeiro, Ruy M.
    Cruz, J. P.
    Valadas, E.
    2013 21ST MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2013, : 691 - 696
  • [22] Parameter Identifiability and Estimation of HIV/AIDS Dynamic Models
    Hulin Wu
    Haihong Zhu
    Hongyu Miao
    Alan S. Perelson
    Bulletin of Mathematical Biology, 2008, 70 : 785 - 799
  • [23] Modelling acetylcholinesterase kinetics: The identifiability problem in parameter estimation
    Rosenbaum, EA
    de D'Angelo, AMP
    Bergoc, RM
    Venturino, A
    JOURNAL OF BIOLOGICAL SYSTEMS, 1999, 7 (01) : 95 - 111
  • [24] Likelihood identifiability and parameter estimation with nonignorable missing data
    Zheng, Siming
    Zhang, Juan
    Zhou, Yong
    CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2023, 51 (04): : 1190 - 1209
  • [25] Parameter identifiability and estimation of HIV/AIDS dynamic models
    Wu, Hulin
    Zhu, Haihong
    Miao, Hongyu
    Perelson, Alan S.
    BULLETIN OF MATHEMATICAL BIOLOGY, 2008, 70 (03) : 785 - 799
  • [26] UNSTEADY STATE EQUATION OF CAVITY WELL AND ITS PARAMETER ESTIMATION.
    Gupta, S.K.
    Journal of the Institution of Engineers (India): Civil Engineering Division, 1983, 64 (pt CI 3): : 156 - 158
  • [27] NOISE ANALYSIS AND PSEUDOSTOCHASTIC PERTURBATION TECHNIQUES FOR REACTOR PARAMETER ESTIMATION.
    Kolb, M.
    Raschti, M.A.
    Robinson, E.
    Weber, A.
    1973, : 359 - 371
  • [28] Bayesian analysis of red meat demand: Structural shift and parameter estimation.
    Yague, I
    Houston, J
    AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS, 1997, 79 (05) : 1720 - 1720
  • [29] Columbia respiratory chamber indirect calorimeter: System calibration - Parameter estimation.
    Sun, Y
    Zhang, K
    Gallagher, D
    Boozer, CN
    Hevmsfield, SB
    Pi-Sunyer, FX
    FASEB JOURNAL, 1998, 12 (04): : A541 - A541
  • [30] Parameter estimation for controlled semilinear stochastic systems: Identifiability and consistency
    Goldys, B
    Maslowski, B
    JOURNAL OF MULTIVARIATE ANALYSIS, 2002, 80 (02) : 322 - 343