Sangdon Park

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

2017 · Energies

This paper proposes a learning-based adaptive imputation method (LAI) for imputing missing power data in an energy system. This method estimates the missing power data by using the pattern that appears in the collected data. …

PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction

2019 · arXiv (Cornell University)

We propose an algorithm combining calibrated prediction and generalization bounds from learning theory to construct confidence sets for deep neural networks with PAC guarantees---i.e., the confidence set for a given input contains the true label …