Fits the lifespan datasets of biological systems such as yeast, fruit flies, and other similar biological units with well-known finite mixture models introduced by Farewell V. (1982) <doi:10.2307/2529885> and Al-Hussaini et al. (2000) <doi:10.1080/00949650008812033>. Estimates parameter space fitting of a lifespan dataset with finite mixtures of parametric distributions. Computes the following tasks; 1) Estimates parameter space of the finite mixture model by implementing the expectation maximization (EM) algorithm. 2) Finds a sequence of four goodness-of-fit measures consist of Akaike Information Criterion (AIC), Bayesian Information Criterion (BIC), Kolmogorov-Smirnov (KS), and log-likelihood (log-likelihood) statistics. 3)The initial values is determined by k-means clustering.
Package details |
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Author | Emine Guven [aut, cre] (<https://orcid.org/0000-0001-9324-0879>), Hong Qin [aut] |
Maintainer | Emine Guven <emine.guven33@gmail.com> |
License | GPL-3 |
Version | 0.1.0 |
URL | https://github.com/guven-code/fitmix/ |
Package repository | View on CRAN |
Installation |
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