Open Access. Powered by Scholars. Published by Universities.®
Physical Sciences and Mathematics Commons™
Open Access. Powered by Scholars. Published by Universities.®
Articles 1 - 2 of 2
Full-Text Articles in Physical Sciences and Mathematics
Logistic Models With Missing Categorical Covariates, Jeremiah Rounds
Logistic Models With Missing Categorical Covariates, Jeremiah Rounds
All Graduate Plan B and other Reports, Spring 1920 to Spring 2023
We present an EM based solution to missing categorical covariates in Binomial models with logit links using an assumption that experimental units are drawn from a Multinomial population of infinite size. We further address the problem of separation of points inducing large variances on parameter estimates by the use of a novel score-modification based on Firth's bias-reduction score-modification. We simulate to address questions about estimate bias, distribution, and appropriate parameter coverage by Wald intervals.
Special Classification Models For Lichens In The Pacific Northwest, Janeen Ardito
Special Classification Models For Lichens In The Pacific Northwest, Janeen Ardito
All Graduate Plan B and other Reports, Spring 1920 to Spring 2023
A common problem in ecological studies is that of determining where to look for rare species. This paper shows how statistical models, such as classification trees, may be used to assist in the design of probability-based surveys for rare species using information on more abundant species that are associated with the rare species. This model assisted approach to survey design involves first building models for the more abundant species. The models are then used to determine stratifications for the rare species that are associated with the more abundant species. The goal of this approach is to increase the number of …