A Geometric Viewpoint of the Selection of the Regularization Parameter in Some Support Vector Machines. - Nandyala Hemachandra; Puja Sahu (MIKE, 2015)

Some new PAC-Bayesian bounds and their use in selection of regularization parameter for linear SVMs. - Puja Sahu; Nandyala Hemachandra (COMAD/CODS, 2018)

Optimal PAC-Bayesian Posteriors for Stochastic Classifiers and their use for Choice of SVM Regularization Parameter. - Puja Sahu; Nandyala Hemachandra (ACML, 2019)

Optimal Posteriors for Chi-squared Divergence based PAC-Bayesian Bounds and Comparison with KL-divergence based Optimal Posteriors and Cross-Validation Procedure. - Puja Sahu; Nandyala Hemachandra (CoRR, 2020)