AI RESEARCH
AXIL: Exact Instance Attribution for Gradient Boosting
arXiv CS.AI
•
ArXi:2301.01864v2 Announce Type: replace-cross We derive an exact, prediction-specific instance-attribution method for fitted gradient boosting machines (GBMs) trained with squared-error loss, with the learned tree structure held fixed. Each prediction can be written as a weighted sum of