Various methods have been proposed for smoothing under the monotonicity constraint. We review the literature and implement an approach of monotone smoothing with B-splines for a generalized linear ...

This paper studies generalized additive partial linear models with high-dimensional covariates. We are interested in which components (including parametric and non-parametric components) are nonzero.

In this module, we will introduce generalized linear models (GLMs) through the study of binomial data. In particular, we will motivate the need for GLMs; introduce the binomial regression model, ...

Apply resampling methods in order to obtain additional information about fitted models. Optimize fitting procedures to improve prediction accuracy and interpretability. Understand the benefits and ...

Interpretability has drawn increasing attention in machine learning. Partially linear additive models provide an attractive middle ground between the simplicity of generalized linear model and the ...

2023 FEB 02 (NewsRx) -- By a News Reporter-Staff News Editor at Insurance Daily News-- A new study on mathematics is now available. According to news reporting out of Toronto, Canada, by NewsRx ...