Choosing The Best Model
Choice of an appropriate model is critical for the production of good phylogenetic analyses. Both underparameterised or overly restrictive models may produce aberrant behaviour when their underlying assumptions are violated, while overly complex or overparameterised models require long run times and their parameters may be overfit. The most common method of model selection is the "Likelihood Ratio Test" which produces an estimate of the fit between the model and the data, but as an alternative the Akaike Information Criterion or the Bayesian Information Criterion can be used. Model selection computer programs are available.
Read more about this topic: Quantitative Comparative Linguistics
Famous quotes containing the words choosing and/or model:
“To throw obstacles in the way of a complete education is like putting out the eyes; to deny the rights of property is like cutting off the hands. To refuse political equality is like robbing the ostracized of all self-respect, of credit in the market place, of recompense in the world of work, of a voice in choosing those who make and administer the law, a choice in the jury before whom they are tried, and in the judge who decides their punishment.”
—Elizabeth Cady Stanton (1815–1902)
“AIDS occupies such a large part in our awareness because of what it has been taken to represent. It seems the very model of all the catastrophes privileged populations feel await them.”
—Susan Sontag (b. 1933)