AntTech
Nov 21, 2022 · Artificial Intelligence
An Adaptive Framework for Confidence-Constraint Rule Set Learning in Large Datasets
The paper introduces a constraint‑adaptive rule‑set learning framework (CRSL) that combines a constraint‑aware decision‑tree miner (CARM), a rule‑sorting filter, and a Bayesian rule‑combination selector (CBRS), achieving superior performance and interpretability on benchmark and massive industrial fraud‑detection data and being deployed in Alipay’s risk‑analysis platform.
Bayesian methodsconstraint optimizationdecision trees
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