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stat.ME2026
p-PSO: A Penalized Particle Swarm Optimization Technique for Finding D-Optimal Designs with Mixed Factors in Generalized Linear Models
Shrabanti Chowdhury, Abhyuday Mandal
Finding D-optimal designs for generalized linear models (GLMs) is challenging due to the dependence of the Fisher information matrix on unknown parameters and the lack of closed-fo…
stat.ME2021
Bayesian Functional Data Analysis over Dependent Regions and Its Application for Identification of Differentially Methylated Regions
Suvo Chatterjee, Shrabanti Chowdhury, Duchwan Ryu +1
We consider a Bayesian functional data analysis for observations measured as extremely long sequences. Splitting the sequence into a number of small windows with manageable length,…
stat.ME2020
A Model-free Approach for Testing Association
Saptarshi Chatterjee, Shrabanti Chowdhury, Sanjib Basu
The question of association between outcome and feature is generally framed in the context of a model on functional and distributional forms. Our motivating application is that of…