This AI Paper Introduces KernelSHAP-IQ: Weighted Least Sq. Optimization for Shapley Interactions

This AI Paper Introduces KernelSHAP-IQ: Weighted Least Sq. Optimization for Shapley Interactions

Machine studying interpretability is a crucial space of analysis for understanding advanced fashions’ decision-making processes. These fashions are sometimes seen as “black packing containers,” making it troublesome to discern how particular options affect their predictions. Methods similar to characteristic attribution and interplay indices have been developed to make clear these contributions, thereby enhancing the transparency…