Diagonal Orthant Multinomial Probit Models. - James E. Johndrow; David B. Dunson; Kristian Lum (AISTATS, 2013)

Inefficiency of Data Augmentation for Large Sample Imbalanced Data. - James E. Johndrow; Aaron Smith; Natesh S. Pillai; David B. Dunson (CoRR, 2016)

A statistical framework for fair predictive algorithms. - Kristian Lum; James E. Johndrow (CoRR, 2016)

Scaling up Data Augmentation MCMC via Calibration. - Leo L. Duan; James E. Johndrow; David B. Dunson (J. Mach. Learn. Res., 2018)

Scalable Approximate MCMC Algorithms for the Horseshoe Prior. - James E. Johndrow; Paulo Orenstein; Anirban Bhattacharya (J. Mach. Learn. Res., 2020)