Nonlinear logistic regression mixture experiment modeling for binary data using dimensionally reduced components

BA Stanfill, GF Piepel, JD Vienna… - Quality and Reliability …, 2020 - Wiley Online Library
This article motivates, presents, and illustrates an approach using nonlinear logistic
regression (NLR) for modeling binary response data from a mixture experiment when the …

Adaptations in the simulated annealing algorithm to generate D-optimal mixing experiments both in the absence and presence of biases in the specification of the …

MA Cirillo, FS de Menezes - Communications in Statistics: Case …, 2024 - Taylor & Francis
The mixture designs are represented in terms of variables (xi, i= 1,·, q) called by
components. The components display an experimental region described in a simplex space …

Machine learning based on extended generalized linear model applied in mixture experiments

GR Liska, MÂ Cirillo, FS de Menezes… - Communications in …, 2022 - Taylor & Francis
When performing mixture experiments, we observe that maximum likelihood methods
present problems related to the collinearity, small sample size, and over/under dispersion. In …

A graphical evaluation of logistic ridge estimator in mixture experiments

KU Akay - Journal of Applied Statistics, 2014 - Taylor & Francis
In comparison to other experimental studies, multicollinearity appears frequently in mixture
experiments, a special study area of response surface methodology, due to the constraints …

[PDF][PDF] A simplex dispersion model for improving precision in the odds ratio confidence interval in mixture experiments

GR Liska, MÂ Cirillo, FS de Menezes… - Acta Scientiarum …, 2020 - redalyc.org
A new approach to data analysis in mixture experiments is proposed using the simplex
regression, that is in the class of dispersion models family. e advantages of this approach …

A comparison of models for the quantal response on tumor incidence data in mixture experiments

JI Kim - Journal of the Korean Data and Information Science …, 2017 - koreascience.kr
Mixture experiments are commonly encountered in many fields including food, chemical and
pharmaceutical industries. In mixture experiments, measured response depends on the …

계수적반응을갖는종양억제혼합물실험에서모형비교

김정일 - 한국데이터정보과학회지, 2017 - dbpia.co.kr
화학, 제약, 식품 등 여러 분야에서 활용
되는 혼합물 실험은 반응변수가 …