公开(公告)号：US20240403606A1

公开(公告)日：2024-12-05

申请号：US18541962

申请日：2023-12-15

Applicant: Korea Advanced Institute Of Science And Technology

Inventor： Sang Wan LEE ,  Yujin Cha

IPC: G06N3/045 ,  G06N3/084

Abstract: Disclosed is a method and system for estimating output uncertainty of a deterministic artificial neural network (ANN). An output uncertainty estimation method of a deterministic ANN may include generating a dataset by combining training data used for training of a deterministic ANN model and output of the deterministic ANN model trained with the training data; and estimating output uncertainty of the deterministic ANN model based on output for test data of a proxy Gaussian process model trained through the generated dataset.