<b>Nonlinear models applied to seed germination of <i>Rhipsalis cereuscula Haw</i> (Cactaceae)

  • Terezinha Aparecida Guedes Universidade Estadual de Maringá
  • Robson Marcelo Rossi Universidade Estadual de Maringá
  • Ana Beatriz Tozzo Martins Universidade Estadual de Maringá
  • Vanderly Janeiro Universidade Estadual de Maringá
  • José Walter Pedroza Carneiro Universidade Estadual de Maringá
Keywords: Bayesian inference, growth curve, modeling

Abstract

The objective of this analysis was to fit germination data of Rhipsalis cereuscula Haw seeds to the Weibull model with three parameters using Frequentist and Bayesian methods. Five parameterizations were compared using the Bayesian analysis to fit a prior distribution. The parameter estimates from the Frequentist method were similar to the Bayesian responses considering the following non-informative a priori distribution for the parameter vectors: gamma (10³, 10³) in the model M1, normal (0, 106) in the model M2, uniform (0, Lsup) in the model M3, exp (μ) in the model M4 and Lnormal (μ, 106) in the model M5. However, to achieve the convergence in the models M4 and M5, we applied the μ from the estimates of the Frequentist approach. The best models fitted by the Bayesian method were the M1 and M3. The adequacy of these models was based on the advantages over the Frequentist method such as the reduced computational efforts and the possibility of comparison.

 

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Author Biographies

Terezinha Aparecida Guedes, Universidade Estadual de Maringá
Professora do Departamento de Estatística
Robson Marcelo Rossi, Universidade Estadual de Maringá
Professor do Departamento de Estatística
Ana Beatriz Tozzo Martins, Universidade Estadual de Maringá
Professora do Departamento de Estatística
Vanderly Janeiro, Universidade Estadual de Maringá
Professor do Departamento de Estatística
José Walter Pedroza Carneiro, Universidade Estadual de Maringá
Professor do Departamento de Agronomia
Published
2014-09-12
How to Cite
Guedes, T. A., Rossi, R. M., Martins, A. B. T., Janeiro, V., & Carneiro, J. W. P. (2014). <b>Nonlinear models applied to seed germination of <i>Rhipsalis cereuscula Haw</i&gt; (Cactaceae). Acta Scientiarum. Technology, 36(4), 651-656. https://doi.org/10.4025/actascitechnol.v36i4.21192
Section
Statistics

 

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0.8
2019CiteScore
 
 
36th percentile
Powered by  Scopus