3 papers
stat.ML2024
Variational Approach for Efficient KL Divergence Estimation in Dirichlet Mixture Models
Samyajoy Pal, Christian Heumann
This study tackles the efficient estimation of Kullback-Leibler (KL) Divergence in Dirichlet Mixture Models (DMM), crucial for clustering compositional data. Despite the significan…
cs.LG2023
fmeffects: An R Package for Forward Marginal Effects
Holger Löwe, Christian A. Scholbeck, Christian Heumann +2
Forward marginal effects have recently been introduced as a versatile and effective model-agnostic interpretation method particularly suited for non-linear and non-parametric predi…
math.ST2020
Further Inference on Categorical Data -- A Bayesian Approach
Samyajoy Pal, Christian Heumann, M. Subbiah
Three different inferential problems related to a two dimensional categorical data from a Bayesian perspective have been discussed in this article. Conjugate prior distribution wit…