Ranjith Kumar Gatla

Leakage-aware hybrid tabular deep learning with target-provenance auditing for calorie-expenditure prediction and constrained exercise food recommendation

Abstract Personalised exercise planning depends on calorie expenditure estimates derived from valid predictors. Published tabular recommenders rarely scrutinise the provenance of their outcome variable. We propose a leakage-aware, audit-first framework that combines hybrid tabula...

Entropy aware EnKF framework for reliable power quality prediction in smart grids

In this paper a novel predictive technique is proposed for power quality (PQ) event classification in smart grid. Here Ensemble Kalman filter (EnKF) based approach and Entropy based trust modelling are utilized to design hybrid learning model that can classify PQ events during no...