3 papers
stat.ME2025
A Bayesian Framework for Regularized Estimation in Multivariate Models Integrating Approximate Computing Concepts
Jan Kalina
This paper discusses regularized estimators in the multivariate statistical model as tools naturally arising within a Bayesian framework. First, a link is established between Bayes…
stat.ME2025
Bayesian Estimation and Regularization Techniques in Categorical Data Analysis
Jan Kalina
This paper explores Bayesian estimation for categorical data, focusing on simple yet effective models that provide a foundation for applying more advanced methods accurately and re…
stat.ME2024
Estimation of Quantile Functionals in Linear Model
Jana Jurečková, Jan Picek, Jan Kalina
Various indicators and measures of the real life procedures rise up as functionals of the quantile process of a parent random variable Z. However, Z can be observed only through a…