Counterfactual explanations for machine learning models on heterogeneous data

• Main Author: Wang, Yongjie
• Other Authors: Miao Chun Yan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/169968
• Institution: Nanyang Technological University

Counterfactual explanation aims to identify minimal and meaningful changes required in an input instance to produce a different prediction from a given model. Counterfactual explanations can assist users in comprehending the model's current prediction, detecting model unfairness, and providing...