3 papers
math.ST2024
Learning with Sparsely Permuted Data: A Robust Bayesian Approach
Abhisek Chakraborty, Saptati Datta
Data dispersed across multiple files are commonly integrated through probabilistic linkage methods, where even minimal error rates in record matching can significantly contaminate…
stat.ME2024
A unified Bayesian framework for interval hypothesis testing in clinical trials
Abhisek Chakraborty, Megan H. Murray, Ilya Lipkovich +1
The American Statistical Association (ASA) statement on statistical significance and P-values \cite{wasserstein2016asa} cautioned statisticians against making scientific decisions…
stat.ML2024
Differentially private Bayesian tests
Abhisek Chakraborty, Saptati Datta
Differential privacy has emerged as an significant cornerstone in the realm of scientific hypothesis testing utilizing confidential data. In reporting scientific discoveries, Bayes…