A replication crisis has enveloped several scientific fields since the early 2000s (see Baker, 2016). This has given rise to improved research and reporting practices (e.g., F. S. Collins & Tabak, 2014), as well as a cottage industry of research into issues of replication and reproducibility (e.g., R. A. Klein...
In recent years, research has been conducted to develop Sequential, Multiple Assignment, Randomized Trial (SMART) designs. These experimental designs were created to aid in the construction of adaptive treatment strategies for individuals, particularly in medical contexts. Simultaneously, research has been done on developing the use of randomized trials to evaluate...
One of the most commonly used techniques for classification problem is logistic regression. For example, logistic regression for a binary response assumes that the odds Pr(y = 1|x)/Pr(y = 0) = exp(a+bx). However, in reality, the pattern of the data can be so complicated that logistic regression model often fails,...
Small area estimation (SAE) has been one of the most active areas in survey methodology research, due to the increasing demand for small area statistics from government agencies and the private sector. But in some areas of interest, sample sizes could be very small, or even zero, in which case,...