Logic-based Explanations for Linear Support Vector Classifiers with Reject Option

arXiv:2403.16190v1 Announce Type: cross
Abstract: Support Vector Classifier (SVC) is a well-known Machine Learning (ML) model for linear classification problems. It can be used in conjunction with a reject option strategy to reject instances that are hard to correctly classify and delegate them to a specialist. This further increases the confidence of the model. Given this, obtaining an explanation of the cause of rejection is important to not blindly trust the obtained results. While most of the related work has …

abstract arxiv classification classifier classifiers cs.ai cs.lg cs.lo instances linear logic machine machine learning specialist strategy support them type vector